{"id":13277,"date":"2026-10-17T11:37:01","date_gmt":"2026-10-17T08:37:01","guid":{"rendered":"https:\/\/heshamsaad.com\/?p=13277"},"modified":"2026-10-22T20:14:54","modified_gmt":"2026-10-22T17:14:54","slug":"reflection-beam-open-coding-model","status":"publish","type":"post","link":"https:\/\/heshamsaad.com\/ar\/reflection-beam-open-coding-model\/","title":{"rendered":"\u0646\u0645\u0648\u0630\u062c Reflection Beam: \u0646\u0645\u0648\u0630\u062c \u0628\u0631\u0645\u062c\u0629 \u0645\u0641\u062a\u0648\u062d \u0627\u0644\u0623\u0648\u0632\u0627\u0646 \u0628\u062d\u062c\u0645 501 \u0645\u0644\u064a\u0627\u0631 \u0645\u0639\u0627\u0645\u0644 \u0639\u0644\u0649 AWS"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">\u0646\u0645\u0648\u0630\u062c Reflection Beam \u0647\u0648 \u0623\u0648\u0644 \u0646\u0645\u0648\u0630\u062c \u0645\u0641\u062a\u0648\u062d \u0627\u0644\u0623\u0648\u0632\u0627\u0646 \u062a\u0637\u0631\u062d\u0647 \u0634\u0631\u0643\u0629 Reflection AI \u0627\u0644\u0623\u0645\u0631\u064a\u0643\u064a\u0629\u060c \u0648\u0635\u0627\u0631 \u0628\u0627\u0644\u0625\u0645\u0643\u0627\u0646 \u0645\u0646\u0630 16 \u0623\u0643\u062a\u0648\u0628\u0631 2026 \u062a\u0634\u063a\u064a\u0644\u0647 \u0645\u0646 \u062e\u062f\u0645\u0629 Amazon SageMaker JumpStart \u0641\u064a \u0645\u0646\u0637\u0642\u062a\u064a\u0646 \u0645\u0646 \u0645\u0646\u0627\u0637\u0642 AWS. \u0635\u0645\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0644\u0623\u0639\u0645\u0627\u0644 \u0627\u0644\u0648\u0643\u0644\u0627\u0621 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u064a\u0646: \u0625\u0635\u0644\u0627\u062d \u0645\u0634\u0643\u0644\u0627\u062a GitHub\u060c \u0648\u062a\u0646\u0641\u064a\u0630 \u0623\u0648\u0627\u0645\u0631 \u0627\u0644\u0637\u0631\u0641\u064a\u0629\u060c \u0648\u0627\u0633\u062a\u062f\u0639\u0627\u0621 \u0627\u0644\u0623\u062f\u0648\u0627\u062a\u060c \u0648\u0625\u0646\u062c\u0627\u0632 \u0645\u0647\u0627\u0645 \u0645\u0646 \u0639\u062f\u0629 \u062e\u0637\u0648\u0627\u062a. \u0623\u0648\u0632\u0627\u0646\u0647 \u0645\u0646\u0634\u0648\u0631\u0629 \u0639\u0644\u0649 Hugging Face \u0628\u062a\u0631\u062e\u064a\u0635 Apache 2.0\u060c \u0641\u064a\u0645\u0643\u0646\u0643 \u062a\u0634\u063a\u064a\u0644\u0647 \u0639\u0644\u0649 \u0628\u0646\u064a\u062a\u0643 \u0627\u0644\u062e\u0627\u0635\u0629 \u0648\u062a\u0639\u062f\u064a\u0644\u0647 \u0648\u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647 \u062a\u062c\u0627\u0631\u064a\u0627. \u0644\u0643\u0646 \u0647\u0646\u0627\u0643 \u0639\u0642\u0628\u0629 \u0648\u0627\u0636\u062d\u0629: \u062d\u062c\u0645\u0647 501 \u0645\u0644\u064a\u0627\u0631 \u0645\u0639\u0627\u0645\u0644\u060c \u0648\u062a\u0634\u063a\u064a\u0644\u0647 \u064a\u062d\u062a\u0627\u062c \u062e\u0627\u062f\u0645\u0627 \u0643\u0627\u0645\u0644\u0627 \u0645\u0646 \u0623\u0642\u0648\u0649 \u0628\u0637\u0627\u0642\u0627\u062a NVIDIA.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0646\u0633\u062a\u0639\u0631\u0636 \u0647\u0646\u0627 \u0645\u0627 \u0623\u0637\u0644\u0642\u062a\u0647 Reflection \u0648AWS \u0641\u0639\u0644\u0627\u060c \u0648\u0643\u064a\u0641 \u064a\u0642\u0641 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0623\u0645\u0627\u0645 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0623\u062e\u0631\u0649\u060c \u0648\u0643\u0645 \u064a\u0643\u0644\u0641 \u062a\u0634\u063a\u064a\u0644\u0647 \u0639\u0644\u0649 AWS \u0628\u062d\u0633\u0627\u0628 \u0645\u0623\u062e\u0648\u0630 \u0645\u0646 \u0642\u0627\u0626\u0645\u0629 \u0623\u0633\u0639\u0627\u0631 AWS \u0646\u0641\u0633\u0647\u0627\u060c \u0648\u0644\u0645\u0646 \u064a\u0646\u0627\u0633\u0628 \u0648\u0644\u0645\u0646 \u0644\u0627 \u064a\u0646\u0627\u0633\u0628. \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0645\u0635\u062f\u0631\u0647\u0627 \u0625\u0639\u0644\u0627\u0646 Reflection\u060c \u0648\u0628\u0637\u0627\u0642\u0627\u062a \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0639\u0644\u0649 Hugging Face\u060c \u0648\u0645\u062f\u0648\u0646\u0629 AWS \u0644\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a\u060c \u0648\u0635\u0641\u062d\u0629 What&#8217;s New\u060c \u0648\u0628\u064a\u0627\u0646\u0627\u062a \u0623\u0633\u0639\u0627\u0631 AWS. \u0623\u0645\u0627 \u0646\u062a\u0627\u0626\u062c \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0641\u0647\u064a \u0643\u0645\u0627 \u0623\u0639\u0644\u0646\u062a\u0647\u0627 Reflection\u060c \u0648\u0644\u0645 \u064a\u062a\u062d\u0642\u0642 \u0645\u0646\u0647\u0627 \u0637\u0631\u0641 \u0645\u0633\u062a\u0642\u0644 \u0628\u0639\u062f.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u0645\u0627 \u0627\u0644\u0630\u064a \u0635\u062f\u0631 \u0648\u0645\u062a\u0649\u061f<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u0627\u0644\u062a\u0627\u0631\u064a\u062e \u0647\u0646\u0627 \u0645\u0647\u0645\u060c \u0644\u0623\u0646 \u0631\u0627\u0628\u0637 \u0625\u0639\u0644\u0627\u0646 AWS \u064a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 \u00ab2026\/01\u00bb \u0648\u0643\u0623\u0646\u0647 \u0635\u062f\u0631 \u0641\u064a \u064a\u0646\u0627\u064a\u0631. \u0644\u0643\u0646 \u0627\u0644\u0635\u0641\u062d\u0629 \u0646\u0641\u0633\u0647\u0627 \u062a\u0642\u0648\u0644 \u00abPosted on: Oct 16, 2026\u00bb\u060c \u0648\u0628\u064a\u0627\u0646\u0627\u062a\u0647\u0627 \u0627\u0644\u0648\u0635\u0641\u064a\u0629 \u062a\u0624\u0643\u062f \u0627\u0644\u062a\u0627\u0631\u064a\u062e \u0630\u0627\u062a\u0647. \u0625\u0630\u0646 \u0647\u0648 \u0625\u0635\u062f\u0627\u0631 \u062c\u062f\u064a\u062f \u0641\u0639\u0644\u0627.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>5 \u0623\u0643\u062a\u0648\u0628\u0631 2026:<\/strong> \u0646\u0634\u0631\u062a Reflection \u0645\u0642\u0627\u0644 \u00abIntroducing Beam\u00bb \u0628\u0648\u0635\u0641\u0647 \u0645\u0639\u0627\u064a\u0646\u0629\u060c \u0645\u0639 \u0648\u0635\u0648\u0644 \u0645\u0628\u0643\u0631 \u0639\u0628\u0631 \u0642\u0627\u0626\u0645\u0629 \u0627\u0646\u062a\u0638\u0627\u0631 \u0648\u0648\u0639\u062f \u0628\u0646\u0634\u0631 \u0627\u0644\u0623\u0648\u0632\u0627\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u0634\u0647\u0631.<\/li>\n\n<li><strong>\u0645\u0646 7 \u0625\u0644\u0649 10 \u0623\u0643\u062a\u0648\u0628\u0631 2026:<\/strong> \u0638\u0647\u0631 \u0645\u0633\u062a\u0648\u062f\u0639 BF16 \u0639\u0644\u0649 Hugging Face \u0641\u064a 7 \u0623\u0643\u062a\u0648\u0628\u0631\u060c \u062b\u0645 \u0645\u0633\u062a\u0648\u062f\u0639\u0627 FP8 \u0648NVFP4 \u0641\u064a 10 \u0623\u0643\u062a\u0648\u0628\u0631 \u0628\u062d\u0633\u0628 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0646\u0635\u0629.<\/li>\n\n<li><strong>16 \u0623\u0643\u062a\u0648\u0628\u0631 2026:<\/strong> \u0623\u0639\u0644\u0646\u062a AWS \u062a\u0648\u0641\u0631 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0641\u064a SageMaker JumpStart \u0648\u0646\u0634\u0631\u062a \u062f\u0644\u064a\u0644 \u0627\u0644\u062a\u0634\u063a\u064a\u0644 \u0639\u0644\u0649 \u0645\u062f\u0648\u0646\u062a\u0647\u0627. \u0648\u062a\u0630\u0643\u0631 \u0635\u0641\u062d\u0629 What&#8217;s New \u0623\u064a\u0636\u0627 \u0623\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0646\u0642\u0644 \u0648\u062d\u0633\u0646 \u0644\u0644\u0639\u0645\u0644 \u0639\u0644\u0649 \u0634\u0631\u0627\u0626\u062d AWS Trainium3.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u0646\u0645\u0648\u0630\u062c Reflection Beam \u0641\u064a \u0633\u0637\u0648\u0631<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u0628\u062d\u0633\u0628 \u0628\u0637\u0627\u0642\u0629 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0639\u0644\u0649 Hugging Face:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u0627\u0644\u0628\u0646\u064a\u0629:<\/strong> \u062e\u0644\u064a\u0637 \u062e\u0628\u0631\u0627\u0621 \u0645\u062a\u0646\u0627\u062b\u0631 (sparse MoE)\u060c \u0641\u064a\u0647 501.3 \u0645\u0644\u064a\u0627\u0631 \u0645\u0639\u0627\u0645\u0644 \u0625\u062c\u0645\u0627\u0644\u0627\u060c \u0648\u064a\u0639\u0645\u0644 \u0645\u0646\u0647\u0627 23.4 \u0645\u0644\u064a\u0627\u0631 \u0641\u0642\u0637 \u0644\u0643\u0644 \u0631\u0645\u0632\u060c \u0645\u0648\u0632\u0639\u0629 \u0639\u0644\u0649 52 \u0637\u0628\u0642\u0629 (3 \u0643\u062b\u064a\u0641\u0629 \u064849 \u0645\u0646 \u0646\u0648\u0639 MoE) \u0648256 \u062e\u0628\u064a\u0631\u0627.<\/li>\n\n<li><strong>\u0627\u0644\u0627\u0646\u062a\u0628\u0627\u0647:<\/strong> \u0627\u0646\u062a\u0628\u0627\u0647 \u062c\u0645\u0627\u0639\u064a \u0628\u0648\u0627\u0628\u064a (gated GQA) \u0645\u0639 \u0646\u0627\u0641\u0630\u0629 \u0645\u0646\u0632\u0644\u0642\u0629.<\/li>\n\n<li><strong>\u0646\u0627\u0641\u0630\u0629 \u0627\u0644\u0633\u064a\u0627\u0642:<\/strong> \u0645\u0644\u064a\u0648\u0646 \u0631\u0645\u0632. \u0648\u062a\u0635\u0641\u0647\u0627 AWS \u0628\u0623\u0646\u0647\u0627 \u0637\u0648\u0644 \u0633\u064a\u0627\u0642 \u0641\u0639\u0644\u064a \u0642\u062f\u0631\u0647 \u0645\u0644\u064a\u0648\u0646 \u0631\u0645\u0632 \u00ab\u0628\u062d\u0633\u0628 \u0645\u0627 \u0623\u0639\u0644\u0646\u062a\u0647 Reflection\u00bb.<\/li>\n\n<li><strong>\u0627\u0644\u0645\u062f\u062e\u0644\u0627\u062a \u0648\u0627\u0644\u0645\u062e\u0631\u062c\u0627\u062a:<\/strong> \u0646\u0635 \u0641\u0642\u0637\u060c \u0648\u0637\u0648\u0631 \u00ab\u0644\u0644\u0625\u0646\u062c\u0644\u064a\u0632\u064a\u0629 \u0641\u064a \u0627\u0644\u0623\u0633\u0627\u0633\u00bb.<\/li>\n\n<li><strong>\u062d\u062f \u0627\u0644\u0645\u0639\u0631\u0641\u0629:<\/strong> 30 \u064a\u0648\u0646\u064a\u0648 2026.<\/li>\n\n<li><strong>\u0635\u064a\u063a \u0627\u0644\u0623\u0648\u0632\u0627\u0646:<\/strong> BF16 \u0648FP8 \u0648NVFP4\u060c \u0644\u0643\u0644 \u0645\u0646\u0647\u0627 \u0645\u0633\u062a\u0648\u062f\u0639 \u0645\u0633\u062a\u0642\u0644. \u0635\u064a\u063a\u0629 FP8 \u0623\u0639\u062f\u062a \u0628\u0623\u062f\u0627\u0629 llm-compressor \u0645\u0646 \u0641\u0631\u064a\u0642 vLLM\u060c \u0648NVFP4 \u0628\u0623\u062f\u0627\u0629 NVIDIA Model Optimizer.<\/li>\n\n<li><strong>\u0627\u0644\u062a\u0631\u062e\u064a\u0635:<\/strong> Apache 2.0. \u0648\u062a\u0646\u0635 \u0627\u0644\u0628\u0637\u0627\u0642\u0629 \u0639\u0644\u0649 \u0623\u0646 Reflection \u0644\u0627 \u062a\u0645\u0646\u0639 \u0627\u0644\u062a\u0642\u0637\u064a\u0631 \u0648\u0644\u0627 \u062a\u062f\u0631\u064a\u0628 \u0646\u0645\u0627\u0630\u062c \u0623\u062e\u0631\u0649 \u0639\u0644\u0649 \u0627\u0644\u0645\u062e\u0631\u062c\u0627\u062a \u0648\u0644\u0627 \u0627\u0644\u0636\u0628\u0637 \u0627\u0644\u062f\u0642\u064a\u0642 \u0648\u0644\u0627 \u0627\u0644\u062a\u0643\u0645\u064a\u0645 \u0648\u0644\u0627 \u0627\u0644\u062f\u0645\u062c.<\/li>\n\n<li><strong>\u0627\u0644\u062a\u062d\u0643\u0645 \u0641\u064a \u0627\u0644\u062a\u0641\u0643\u064a\u0631:<\/strong> \u062a\u0630\u0643\u0631 \u0645\u062f\u0648\u0646\u0629 Reflection \u0625\u0639\u062f\u0627\u062f\u0627 \u0644\u062c\u0647\u062f \u0627\u0644\u062a\u0641\u0643\u064a\u0631\u061b \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0645\u0646\u062e\u0641\u0636\u0629 \u062a\u0639\u0637\u064a \u0631\u062f\u0648\u062f\u0627 \u0623\u0642\u0635\u0631\u060c \u0648\u0627\u0644\u0645\u0631\u062a\u0641\u0639\u0629 \u062a\u0633\u0645\u062d \u0628\u062a\u0641\u0643\u064a\u0631 \u0623\u0637\u0648\u0644 \u0644\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0635\u0639\u0628\u0629.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u0641\u0643\u0631\u0629 \u062e\u0644\u064a\u0637 \u0627\u0644\u062e\u0628\u0631\u0627\u0621 \u0623\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0644\u0627 \u064a\u0634\u063a\u0644 \u0625\u0644\u0627 \u062c\u0632\u0621\u0627 \u0635\u063a\u064a\u0631\u0627 \u0645\u0646 \u0634\u0628\u0643\u062a\u0647 \u0644\u0643\u0644 \u0631\u0645\u0632\u060c \u0648\u0644\u0647\u0630\u0627 \u064a\u062d\u0633\u0628 \u0643\u0645\u0627 \u0644\u0648 \u0643\u0627\u0646 \u0646\u0645\u0648\u0630\u062c\u0627 \u0628\u062d\u062c\u0645 23 \u0645\u0644\u064a\u0627\u0631\u0627. \u0644\u0643\u0646\u0643 \u0645\u0636\u0637\u0631 \u0631\u063a\u0645 \u0630\u0644\u0643 \u0625\u0644\u0649 \u062a\u062d\u0645\u064a\u0644 \u0627\u0644\u0645\u0639\u0627\u0645\u0644\u0627\u062a \u0643\u0644\u0647\u0627 \u0641\u064a \u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0628\u0637\u0627\u0642\u0627\u062a\u060c \u0641\u062a\u062a\u0628\u0639 \u0641\u0627\u062a\u0648\u0631\u0629 \u0627\u0644\u0639\u062a\u0627\u062f \u0627\u0644\u0631\u0642\u0645 \u0627\u0644\u0643\u0628\u064a\u0631 \u0644\u0627 \u0627\u0644\u0635\u063a\u064a\u0631.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1200\" height=\"1500\" src=\"https:\/\/heshamsaad.com\/wp-content\/uploads\/2026\/10\/reflection-beam-501b-total-23b-active-moe-diagram-ar.webp\" alt=\"\u0631\u0633\u0645 \u062a\u0648\u0636\u064a\u062d\u064a \u0644\u0646\u0645\u0648\u0630\u062c Reflection Beam \u0628\u062e\u0644\u064a\u0637 \u0627\u0644\u062e\u0628\u0631\u0627\u0621: 501.3 \u0645\u0644\u064a\u0627\u0631 \u0645\u0639\u0627\u0645\u0644 \u0625\u062c\u0645\u0627\u0644\u0627 \u064a\u0639\u0645\u0644 \u0645\u0646\u0647\u0627 23.4 \u0645\u0644\u064a\u0627\u0631 \u0644\u0643\u0644 \u0631\u0645\u0632\u060c \u0641\u064a 52 \u0637\u0628\u0642\u0629 \u0648256 \u062e\u0628\u064a\u0631\u0627\" class=\"wp-image-13290\" srcset=\"https:\/\/heshamsaad.com\/wp-content\/uploads\/2026\/10\/reflection-beam-501b-total-23b-active-moe-diagram-ar.webp 1200w, https:\/\/heshamsaad.com\/wp-content\/uploads\/2026\/10\/reflection-beam-501b-total-23b-active-moe-diagram-ar-240x300.webp 240w, https:\/\/heshamsaad.com\/wp-content\/uploads\/2026\/10\/reflection-beam-501b-total-23b-active-moe-diagram-ar-819x1024.webp 819w, https:\/\/heshamsaad.com\/wp-content\/uploads\/2026\/10\/reflection-beam-501b-total-23b-active-moe-diagram-ar-768x960.webp 768w, https:\/\/heshamsaad.com\/wp-content\/uploads\/2026\/10\/reflection-beam-501b-total-23b-active-moe-diagram-ar-400x500.webp 400w, https:\/\/heshamsaad.com\/wp-content\/uploads\/2026\/10\/reflection-beam-501b-total-23b-active-moe-diagram-ar-40x50.webp 40w\" sizes=\"auto, (max-width: 1200px) 100vw, 1200px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u0643\u064a\u0641 \u064a\u0624\u062f\u064a \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0641\u064a \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a\u061f<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u0647\u0630\u0647 \u0646\u062a\u0627\u0626\u062c \u0646\u0633\u062e\u0629 BF16 \u0643\u0645\u0627 \u0641\u064a \u0628\u0637\u0627\u0642\u0629 \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u060c \u0648\u0646\u0633\u062e\u062a\u0627 FP8 \u0648NVFP4 \u0642\u0631\u064a\u0628\u062a\u0627\u0646 \u0645\u0646\u0647\u0627 \u0628\u0641\u0627\u0631\u0642 \u0644\u0627 \u064a\u062a\u062c\u0627\u0648\u0632 \u0646\u0642\u0637\u062a\u064a\u0646 \u062a\u0642\u0631\u064a\u0628\u0627 \u0641\u064a \u0623\u063a\u0644\u0628 \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a.<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table>\n<thead><tr><th>\u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631<\/th><th>BF16<\/th><th>FP8<\/th><th>NVFP4<\/th><\/tr><\/thead>\n<tbody>\n<tr><td>SWE-bench Verified<\/td><td>81.6%<\/td><td>80.2%<\/td><td>80.7%<\/td><\/tr>\n<tr><td>SWE-bench Multilingual<\/td><td>78.3%<\/td><td>78.1%<\/td><td>77.5%<\/td><\/tr>\n<tr><td>SWE Bench Pro v1<\/td><td>66.1%<\/td><td>65.9%<\/td><td>65.6%<\/td><\/tr>\n<tr><td>Terminal Bench v2.1<\/td><td>80.1%<\/td><td>78.9%<\/td><td>78.4%<\/td><\/tr>\n<tr><td>LiveCodeBench<\/td><td>88.3%<\/td><td>88.1%<\/td><td>87.4%<\/td><\/tr>\n<tr><td>MCP Atlas<\/td><td>80.8%<\/td><td>81.5%<\/td><td>80.5%<\/td><\/tr>\n<tr><td>GPQA Diamond<\/td><td>90.6%<\/td><td>90.3%<\/td><td>89.3%<\/td><\/tr>\n<\/tbody>\n<\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u0648\u062a\u0642\u0648\u0644 Reflection \u0625\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u064a\u0635\u0644 \u0625\u0644\u0649 \u062c\u0648\u062f\u0629 \u062d\u0644\u0648\u0644 \u0645\u0645\u0627\u062b\u0644\u0629 \u0644\u0623\u0641\u0636\u0644 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u0641\u062a\u0648\u062d\u0629 \u0628\u0639\u062f\u062f \u0631\u0645\u0648\u0632 \u062a\u0641\u0643\u064a\u0631 \u0623\u0642\u0644 \u0628\u0646\u062d\u0648 \u062b\u0644\u0627\u062b \u0645\u0631\u0627\u062a\u060c \u0648\u0625\u0646\u0647 \u0641\u064a \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0627\u0644\u0645\u062a\u0642\u062f\u0645 \u064a\u0636\u0627\u0647\u064a GLM 5.2 \u0645\u0639 \u062d\u0648\u0633\u0628\u0629 \u0623\u0642\u0644 \u0628\u062b\u0644\u0627\u062b \u0625\u0644\u0649 \u0623\u0631\u0628\u0639 \u0645\u0631\u0627\u062a. \u0648\u0642\u0644\u0629 \u0627\u0644\u0631\u0645\u0648\u0632 \u0641\u064a \u0643\u0644 \u0625\u062c\u0627\u0628\u0629 \u062a\u0639\u0646\u064a \u062a\u0643\u0644\u0641\u0629 \u0623\u0642\u0644 \u0648\u0631\u062f\u0627 \u0623\u0633\u0631\u0639\u060c \u0648\u0647\u0630\u0627 \u064a\u0647\u0645 \u0627\u0644\u0648\u0643\u0644\u0627\u0621 \u0627\u0644\u0630\u064a\u0646 \u064a\u0643\u0631\u0631\u0648\u0646 \u0627\u0644\u062f\u0648\u0631\u0627\u062a \u0643\u062b\u064a\u0631\u0627 \u0623\u0643\u062b\u0631 \u0645\u0645\u0627 \u062a\u0647\u0645 \u0646\u0642\u0637\u0629 \u0625\u0636\u0627\u0641\u064a\u0629 \u0641\u064a \u0627\u062e\u062a\u0628\u0627\u0631.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0645\u0644\u0627\u062d\u0638\u0629 \u0635\u063a\u064a\u0631\u0629: \u0623\u0631\u0642\u0627\u0645 \u0645\u0642\u0627\u0644 Reflection \u0627\u0644\u0645\u0646\u0634\u0648\u0631 \u0641\u064a 5 \u0623\u0643\u062a\u0648\u0628\u0631 \u062a\u062e\u062a\u0644\u0641 \u0642\u0644\u064a\u0644\u0627 \u0639\u0646 \u0627\u0644\u0628\u0637\u0627\u0642\u0629 \u0627\u0644\u0646\u0647\u0627\u0626\u064a\u0629\u060c \u0641\u0627\u0644\u0645\u0642\u0627\u0644 \u064a\u0630\u0643\u0631 80.9% \u0641\u064a SWE-bench Verified \u0648\u0627\u0644\u0628\u0637\u0627\u0642\u0629 81.6%. \u0627\u0639\u062a\u0645\u062f \u0627\u0644\u0628\u0637\u0627\u0642\u0629 \u0645\u0631\u062c\u0639\u0627 \u062d\u0627\u0644\u064a\u0627.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u0645\u0642\u0627\u0631\u0646\u0629 \u0645\u0639 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0623\u062e\u0631\u0649<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u0648\u0636\u0639\u062a Reflection \u0646\u0645\u0648\u0630\u062c\u0647\u0627 \u0628\u062c\u0648\u0627\u0631 \u0639\u062f\u0629 \u0646\u0645\u0627\u0630\u062c \u0645\u0641\u062a\u0648\u062d\u0629 \u0641\u064a \u062c\u062f\u0648\u0644\u0647\u0627 \u0627\u0644\u062e\u0627\u0635. \u0647\u0630\u0647 \u0623\u0631\u0642\u0627\u0645 Terminal Bench v2.1 \u0648SWE Bench Pro v1 \u0645\u0646 \u0630\u0644\u0643 \u0627\u0644\u062c\u062f\u0648\u0644\u060c \u0648\u00abNR\u00bb \u062a\u0639\u0646\u064a \u0644\u0645 \u064a\u0639\u0644\u0646.<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table>\n<thead><tr><th>\u0627\u0644\u0646\u0645\u0648\u0630\u062c<\/th><th>Terminal Bench v2.1<\/th><th>SWE Bench Pro v1<\/th><\/tr><\/thead>\n<tbody>\n<tr><td>Reflection Beam<\/td><td>80.1<\/td><td>65.5<\/td><\/tr>\n<tr><td>GLM 5.2<\/td><td>81.0<\/td><td>62.1<\/td><\/tr>\n<tr><td>GLM 5.3<\/td><td>88.2<\/td><td>NR<\/td><\/tr>\n<tr><td>Kimi K3<\/td><td>88.3<\/td><td>NR<\/td><\/tr>\n<tr><td>Qwen 3.8 Max<\/td><td>86.6<\/td><td>67.7<\/td><\/tr>\n<tr><td>DeepSeek V4.1 Flash<\/td><td>90.6<\/td><td>NR<\/td><\/tr>\n<tr><td>Nemotron 3 Ultra<\/td><td>56.4<\/td><td>46.4<\/td><\/tr>\n<\/tbody>\n<\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u0648\u0627\u0644\u0634\u0631\u0643\u0629 \u0635\u0631\u064a\u062d\u0629 \u0641\u064a \u062a\u0631\u062a\u064a\u0628\u0647\u0627: \u062a\u0635\u0641 \u0646\u0645\u0648\u0630\u062c\u0647\u0627 \u0628\u0623\u0646\u0647 \u00ab\u0645\u0646\u0627\u0641\u0633 \u0644\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0623\u0643\u0628\u0631 \u0645\u062b\u0644 GLM 5.2 \u0648\u064a\u0642\u062a\u0631\u0628 \u0645\u0646 Qwen 3.8-Max\u00bb\u060c \u0648\u062a\u0639\u062a\u0631\u0641 \u0628\u0623\u0646 \u0646\u0645\u0627\u0630\u062c \u0645\u062b\u0644 Kimi K3 \u00ab\u0645\u0627 \u0632\u0627\u0644\u062a \u0645\u062a\u0642\u062f\u0645\u0629 \u0641\u064a \u0627\u0644\u0642\u062f\u0631\u0629 \u0627\u0644\u062e\u0627\u0645\u00bb. \u0641\u0631\u0647\u0627\u0646\u0647\u0627 \u0639\u0644\u0649 \u0627\u0644\u0643\u0641\u0627\u0621\u0629 \u0644\u0627 \u0639\u0644\u0649 \u0627\u0644\u0645\u0631\u0643\u0632 \u0627\u0644\u0623\u0648\u0644.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0648\u0645\u0646 \u0628\u0637\u0627\u0642\u0627\u062a \u0627\u0644\u0645\u0646\u0627\u0641\u0633\u064a\u0646 \u0623\u0646\u0641\u0633\u0647\u0645 \u0639\u0644\u0649 Hugging Face \u0646\u0633\u062a\u0637\u064a\u0639 \u0648\u0636\u0639 \u0627\u0644\u062d\u062c\u0645 \u0648\u0627\u0644\u062a\u0631\u062e\u064a\u0635 \u0641\u064a \u0633\u064a\u0627\u0642\u0647\u0645\u0627:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Kimi K3 \u0645\u0646 Moonshot AI:<\/strong> 2.8 \u062a\u0631\u064a\u0644\u064a\u0648\u0646 \u0645\u0639\u0627\u0645\u0644 \u0625\u062c\u0645\u0627\u0644\u0627 \u0648104 \u0645\u0644\u064a\u0627\u0631\u0627\u062a \u0646\u0634\u0637\u0629\u060c \u064a\u0642\u0628\u0644 \u0627\u0644\u0646\u0635 \u0648\u0627\u0644\u0635\u0648\u0631\u0629 \u0648\u0627\u0644\u0641\u064a\u062f\u064a\u0648\u060c \u0648\u0633\u064a\u0627\u0642\u0647 \u0645\u0644\u064a\u0648\u0646 \u0631\u0645\u0632\u060c \u0628\u062a\u0631\u062e\u064a\u0635 \u062e\u0627\u0635 \u0627\u0633\u0645\u0647 Kimi K3 License.<\/li>\n\n<li><strong>DeepSeek V4.1 Flash:<\/strong> \u0646\u0645\u0648\u0630\u062c MoE \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0648\u0633\u0627\u0626\u0637 \u0628\u0639\u0645\u0648\u062f \u0641\u0642\u0631\u064a \u0645\u0646 552 \u0645\u0644\u064a\u0627\u0631 \u0645\u0639\u0627\u0645\u0644\u060c \u0648\u0633\u064a\u0627\u0642 \u062d\u062a\u0649 \u0645\u0644\u064a\u0648\u0646 \u0631\u0645\u0632\u060c \u0628\u062a\u0631\u062e\u064a\u0635 MIT.<\/li>\n\n<li><strong>GLM 5.3 \u0645\u0646 Z.ai:<\/strong> \u0645\u0646\u0634\u0648\u0631 \u0628\u062a\u0631\u062e\u064a\u0635 GLM \u062e\u0627\u0635 \u0644\u0627 \u0628\u062a\u0631\u062e\u064a\u0635 \u0645\u0641\u062a\u0648\u062d \u0645\u0639\u064a\u0627\u0631\u064a.<\/li>\n\n<li><strong>Qwen3-Coder-Next:<\/strong> 80 \u0645\u0644\u064a\u0627\u0631 \u0645\u0639\u0627\u0645\u0644 \u0625\u062c\u0645\u0627\u0644\u0627 \u06483 \u0645\u0644\u064a\u0627\u0631\u0627\u062a \u0646\u0634\u0637\u0629\u060c \u0648\u0633\u064a\u0627\u0642 \u0623\u0635\u0644\u064a 262,144 \u0631\u0645\u0632\u0627\u060c \u0628\u062a\u0631\u062e\u064a\u0635 Apache 2.0. \u0623\u0635\u063a\u0631 \u0628\u0643\u062b\u064a\u0631 \u0648\u0623\u0631\u062e\u0635 \u0641\u064a \u0627\u0644\u062a\u0634\u063a\u064a\u0644.<\/li>\n\n<li><strong>Devstral 2 \u0645\u0646 Mistral (123 \u0645\u0644\u064a\u0627\u0631\u0627):<\/strong> \u0633\u064a\u0627\u0642 256 \u0623\u0644\u0641 \u0631\u0645\u0632\u060c \u0628\u062a\u0631\u062e\u064a\u0635 MIT \u0645\u0639\u062f\u0644.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u064a\u0642\u0639 Beam \u0625\u0630\u0646 \u0641\u064a \u0645\u0646\u0637\u0642\u0629 \u0644\u0627\u0641\u062a\u0629: \u062a\u0631\u062e\u064a\u0635 Apache 2.0 \u0645\u062b\u0644 Qwen3-Coder-Next\u060c \u0648\u0633\u064a\u0627\u0642 \u0645\u0644\u064a\u0648\u0646 \u0631\u0645\u0632 \u0645\u062b\u0644 Kimi K3 \u0648<a href=\"https:\/\/heshamsaad.com\/ar\/deepseek-v4-1-flash-harness\/\">DeepSeek V4.1 Flash<\/a>\u060c \u0648\u062d\u062c\u0645 \u0628\u064a\u0646\u0647\u0645\u0627. \u0641\u0625\u0646 \u0643\u0646\u062a \u062a\u0628\u062d\u062b \u0639\u0646 \u0646\u0645\u0648\u0630\u062c \u0628\u0631\u0645\u062c\u0629 \u0645\u0641\u062a\u0648\u062d \u0627\u0644\u0645\u0635\u062f\u0631 \u0642\u0648\u064a \u0628\u062a\u0631\u062e\u064a\u0635 \u0645\u0631\u064a\u062d\u060c \u0641\u0647\u0648 \u0645\u0646 \u0627\u0644\u062e\u064a\u0627\u0631\u0627\u062a \u0627\u0644\u0642\u0644\u064a\u0644\u0629 \u0641\u064a \u0641\u0626\u062a\u0647. \u0648\u0642\u062f \u0631\u0627\u062c\u0639\u0646\u0627 \u0625\u0635\u062f\u0627\u0631\u0627 \u0623\u0645\u0631\u064a\u0643\u064a\u0627 \u0645\u0641\u062a\u0648\u062d\u0627 \u0622\u062e\u0631 \u0641\u064a \u0645\u0642\u0627\u0644\u0646\u0627 \u0639\u0646 <a href=\"https:\/\/heshamsaad.com\/ar\/meta-muse-spark-open\/\">\u0646\u0645\u0648\u0630\u062c Muse Spark Open \u0645\u0646 \u0645\u064a\u062a\u0627<\/a>\u060c \u0648\u064a\u0633\u062a\u062d\u0642 \u0627\u0644\u0642\u0631\u0627\u0621\u0629 \u0625\u0644\u0649 \u062c\u0627\u0646\u0628 \u0647\u0630\u0627 \u0627\u0644\u0645\u0642\u0627\u0644.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0648\u0644\u0644\u0645\u0642\u0627\u0631\u0646\u0629 \u0628\u062e\u064a\u0627\u0631 \u0645\u063a\u0644\u0642: \u062a\u0639\u0631\u0636 \u0642\u0627\u0626\u0645\u0629 \u0623\u0633\u0639\u0627\u0631 OpenAI \u0627\u0644\u0631\u0633\u0645\u064a\u0629 \u0646\u0645\u0648\u0630\u062c <code>gpt-6.1-sol<\/code> \u0628\u0633\u0639\u0631 \u062f\u0648\u0644\u0627\u0631\u064a\u0646 \u0644\u0643\u0644 \u0645\u0644\u064a\u0648\u0646 \u0631\u0645\u0632 \u0645\u062f\u062e\u0644\u0627\u062a \u064810 \u062f\u0648\u0644\u0627\u0631\u0627\u062a \u0644\u0643\u0644 \u0645\u0644\u064a\u0648\u0646 \u0631\u0645\u0632 \u0645\u062e\u0631\u062c\u0627\u062a. \u0645\u0639 \u0627\u0644\u0648\u0627\u062c\u0647\u0629 \u0627\u0644\u0645\u063a\u0644\u0642\u0629 \u062a\u062f\u0641\u0639 \u0644\u0643\u0644 \u0631\u0645\u0632 \u0648\u0644\u0627 \u0634\u064a\u0621 \u0648\u0642\u062a \u0627\u0644\u062e\u0645\u0648\u0644\u060c \u0648\u0645\u0639 \u0627\u0644\u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0630\u0627\u062a\u064a \u062a\u062f\u0641\u0639 \u062b\u0645\u0646 \u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0628\u0627\u0644\u0633\u0627\u0639\u0629 \u0633\u0648\u0627\u0621 \u0639\u0645\u0644\u062a \u0623\u0645 \u0644\u0627.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0639\u0644\u0649 AWS: \u0627\u0644\u0645\u0633\u0627\u0631\u0627\u062a \u0648\u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u0628\u0637\u0627\u0642\u0627\u062a<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u064a\u0634\u0631\u062d \u062f\u0644\u064a\u0644 AWS \u062b\u0644\u0627\u062b \u0637\u0631\u0642 \u0644\u062a\u0642\u062f\u064a\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u0646\u0642\u0637\u0629 \u0646\u0647\u0627\u064a\u0629 \u0644\u062d\u0638\u064a\u0629 \u0645\u0646 SageMaker JumpStart:<\/strong> \u0627\u0644\u0645\u0633\u0627\u0631 \u0627\u0644\u0645\u062f\u0627\u0631\u060c \u0628\u062d\u0627\u0648\u064a\u0629 \u0645\u0646 AWS \u0648\u0646\u0642\u0637\u0629 HTTPS \u062c\u0627\u0647\u0632\u0629. \u0645\u062a\u0627\u062d \u0639\u0646\u062f \u0627\u0644\u0625\u0637\u0644\u0627\u0642 \u0641\u064a US East (N. Virginia) \u0648US East (Ohio).<\/li>\n\n<li><strong>JumpStart \u0639\u0644\u0649 SageMaker HyperPod Inference:<\/strong> \u0627\u0644\u062d\u0627\u0648\u064a\u0629 \u0627\u0644\u0645\u062f\u0627\u0631\u0629 \u0646\u0641\u0633\u0647\u0627 \u0644\u0643\u0646 \u0639\u0644\u0649 \u0639\u0646\u0642\u0648\u062f Kubernetes (Amazon EKS) \u062a\u062a\u062d\u0643\u0645 \u0641\u064a\u0647.<\/li>\n\n<li><strong>SGLang \u0623\u0648 vLLM \u0639\u0644\u0649 HyperPod:<\/strong> \u062d\u064a\u0646 \u062a\u062d\u062a\u0627\u062c \u0628\u064a\u0626\u0629 \u062a\u0634\u063a\u064a\u0644 \u062e\u0627\u0635\u0629 \u0623\u0648 \u062a\u0643\u0645\u064a\u0645\u0627 \u0623\u0648 \u062a\u0648\u0632\u064a\u0639\u0627 \u0645\u062e\u0635\u0635\u0627.<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">\u0648\u0641\u064a \u0627\u0644\u0639\u062a\u0627\u062f \u0643\u0627\u0646\u062a AWS \u0645\u062d\u062f\u062f\u0629:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>FP8:<\/strong> \u062e\u0627\u062f\u0645 ml.p5.48xlarge (8 \u0628\u0637\u0627\u0642\u0627\u062a H100 \u0628\u0630\u0627\u0643\u0631\u0629 640 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a) \u0623\u0648 ml.p5e.48xlarge \u0648ml.p5en.48xlarge (8 \u0628\u0637\u0627\u0642\u0627\u062a H200 \u0628\u0630\u0627\u0643\u0631\u0629 1,128 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a).<\/li>\n\n<li><strong>NVFP4:<\/strong> \u062e\u0627\u062f\u0645 ml.p6-b200.48xlarge (8 \u0628\u0637\u0627\u0642\u0627\u062a B200 \u0628\u0630\u0627\u0643\u0631\u0629 1,432 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a).<\/li>\n\n<li><strong>BF16:<\/strong> \u00ab\u062e\u0637\u0637 \u0644\u0625\u0639\u062f\u0627\u062f \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0639\u0642\u062f\u00bb\u060c \u0644\u0623\u0646\u0647\u0627 \u0627\u0644\u0623\u0643\u0628\u0631 \u0641\u064a \u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u0630\u0627\u0643\u0631\u0629.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u0648\u0623\u062d\u062c\u0627\u0645 \u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0639\u0644\u0649 Hugging Face \u062a\u0648\u0636\u062d \u0627\u0644\u0633\u0628\u0628: \u0645\u0633\u062a\u0648\u062f\u0639 BF16 \u0646\u062d\u0648 1.0 \u062a\u064a\u0631\u0627\u0628\u0627\u064a\u062a\u060c \u0648FP8 \u0646\u062d\u0648 503 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a\u060c \u0648NVFP4 \u0646\u062d\u0648 294 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a. \u0635\u064a\u063a\u0629 FP8 \u0639\u0644\u0649 \u062e\u0627\u062f\u0645 H100 \u0648\u0627\u062d\u062f \u062a\u062a\u0631\u0643 \u0642\u0631\u0627\u0628\u0629 137 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a \u0641\u0642\u0637 \u0644\u0630\u0627\u0643\u0631\u0629 KV \u0648\u0627\u0644\u062a\u0634\u063a\u064a\u0644\u060c \u0648\u0647\u0630\u0627 \u064a\u062d\u062f \u0645\u0646 \u0627\u0644\u0633\u064a\u0627\u0642\u0627\u062a \u0627\u0644\u0637\u0648\u064a\u0644\u0629 \u0648\u0639\u062f\u062f \u0627\u0644\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u0645\u062a\u0632\u0627\u0645\u0646\u0629. \u0648\u062a\u0648\u0635\u064a AWS \u0628\u062d\u0633\u0627\u0628 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0644\u0644\u0623\u0648\u0632\u0627\u0646 \u0648KV \u0648\u0627\u0644\u062a\u0634\u063a\u064a\u0644 \u062b\u0645 \u0627\u0644\u062a\u0623\u0643\u062f \u0628\u0627\u062e\u062a\u0628\u0627\u0631 \u062d\u0645\u0644.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1200\" height=\"1500\" src=\"https:\/\/heshamsaad.com\/wp-content\/uploads\/2026\/10\/reflection-beam-bf16-fp8-nvfp4-memory-and-aws-cost-ar.webp\" alt=\"\u0645\u0642\u0627\u0631\u0646\u0629 \u0635\u064a\u063a \u0623\u0648\u0632\u0627\u0646 Reflection Beam: BF16 \u0646\u062d\u0648 1.0 \u062a\u064a\u0631\u0627\u0628\u0627\u064a\u062a \u0639\u0644\u0649 \u0625\u0639\u062f\u0627\u062f \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0639\u0642\u062f\u060c \u0648FP8 \u0646\u062d\u0648 503 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a \u0639\u0644\u0649 ml.p5.48xlarge \u0628\u0633\u0639\u0631 63.296 \u062f\u0648\u0644\u0627\u0631\u0627 \u0628\u0627\u0644\u0633\u0627\u0639\u0629\u060c \u0648NVFP4 \u0646\u062d\u0648 294 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a \u0639\u0644\u0649 ml.p6-b200.48xlarge \u0628\u0633\u0639\u0631 131.02272 \u062f\u0648\u0644\u0627\u0631\u0627 \u0628\u0627\u0644\u0633\u0627\u0639\u0629\" class=\"wp-image-13293\" srcset=\"https:\/\/heshamsaad.com\/wp-content\/uploads\/2026\/10\/reflection-beam-bf16-fp8-nvfp4-memory-and-aws-cost-ar.webp 1200w, https:\/\/heshamsaad.com\/wp-content\/uploads\/2026\/10\/reflection-beam-bf16-fp8-nvfp4-memory-and-aws-cost-ar-240x300.webp 240w, https:\/\/heshamsaad.com\/wp-content\/uploads\/2026\/10\/reflection-beam-bf16-fp8-nvfp4-memory-and-aws-cost-ar-819x1024.webp 819w, https:\/\/heshamsaad.com\/wp-content\/uploads\/2026\/10\/reflection-beam-bf16-fp8-nvfp4-memory-and-aws-cost-ar-768x960.webp 768w, https:\/\/heshamsaad.com\/wp-content\/uploads\/2026\/10\/reflection-beam-bf16-fp8-nvfp4-memory-and-aws-cost-ar-400x500.webp 400w, https:\/\/heshamsaad.com\/wp-content\/uploads\/2026\/10\/reflection-beam-bf16-fp8-nvfp4-memory-and-aws-cost-ar-40x50.webp 40w\" sizes=\"auto, (max-width: 1200px) 100vw, 1200px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u0643\u0645 \u064a\u0643\u0644\u0641 \u062a\u0634\u063a\u064a\u0644 \u0646\u0645\u0648\u0630\u062c \u0630\u0643\u0627\u0621 \u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0639\u0644\u0649 \u0633\u064a\u0631\u0641\u0631 \u062e\u0627\u0635\u061f \u0627\u0644\u062d\u0633\u0627\u0628 \u0628\u0627\u0644\u062a\u0641\u0635\u064a\u0644<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u0627\u0644\u0623\u0631\u0642\u0627\u0645 \u0627\u0644\u062a\u0627\u0644\u064a\u0629 \u0645\u0623\u062e\u0648\u0630\u0629 \u0645\u0628\u0627\u0634\u0631\u0629 \u0645\u0646 \u0642\u0627\u0626\u0645\u0629 \u0623\u0633\u0639\u0627\u0631 AWS \u0627\u0644\u0639\u0627\u0645\u0629 \u0644\u0644\u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0627\u0644\u0644\u062d\u0638\u064a\u0629 \u0641\u064a SageMaker \u0648\u0644\u062e\u0648\u0627\u062f\u0645 EC2 \u062d\u0633\u0628 \u0627\u0644\u0637\u0644\u0628 \u0628\u0646\u0638\u0627\u0645 Linux \u0641\u064a US East (N. Virginia)\u060c \u0643\u0645\u0627 \u0631\u0627\u062c\u0639\u0646\u0627\u0647\u0627 \u0641\u064a 16 \u0623\u0643\u062a\u0648\u0628\u0631 2026. \u0648\u0644\u0627 \u062a\u0634\u0645\u0644 \u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0648\u0646\u0642\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u0636\u0631\u0627\u0626\u0628 \u0648\u0627\u0644\u062e\u0635\u0648\u0645\u0627\u062a \u0645\u062b\u0644 Savings Plans.<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table>\n<thead><tr><th>\u0627\u0644\u062e\u0627\u062f\u0645 (8 \u0628\u0637\u0627\u0642\u0627\u062a)<\/th><th>\u0627\u0633\u062a\u0636\u0627\u0641\u0629 SageMaker \u0628\u0627\u0644\u0633\u0627\u0639\u0629<\/th><th>EC2 \u062d\u0633\u0628 \u0627\u0644\u0637\u0644\u0628 \u0628\u0627\u0644\u0633\u0627\u0639\u0629<\/th><\/tr><\/thead>\n<tbody>\n<tr><td>p5.48xlarge (H100)<\/td><td>63.296 \u062f\u0648\u0644\u0627\u0631\u0627<\/td><td>55.04 \u062f\u0648\u0644\u0627\u0631\u0627<\/td><\/tr>\n<tr><td>p5en.48xlarge (H200)<\/td><td>72.795 \u062f\u0648\u0644\u0627\u0631\u0627<\/td><td>63.296 \u062f\u0648\u0644\u0627\u0631\u0627<\/td><\/tr>\n<tr><td>p6-b200.48xlarge (B200)<\/td><td>131.02272 \u062f\u0648\u0644\u0627\u0631\u0627<\/td><td>113.9328 \u062f\u0648\u0644\u0627\u0631\u0627<\/td><\/tr>\n<\/tbody>\n<\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u062a\u0634\u063a\u064a\u0644 \u062e\u0627\u062f\u0645 \u0648\u0627\u062d\u062f \u0637\u0648\u0627\u0644 \u0627\u0644\u0634\u0647\u0631 (730 \u0633\u0627\u0639\u0629):<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>FP8 \u0639\u0644\u0649 ml.p5.48xlarge: 63.296 \u00d7 730 = <strong>46,206.08 \u062f\u0648\u0644\u0627\u0631\u0627 \u0634\u0647\u0631\u064a\u0627<\/strong><\/li>\n\n<li>FP8 \u0639\u0644\u0649 ml.p5en.48xlarge: 72.795 \u00d7 730 = <strong>53,140.35 \u062f\u0648\u0644\u0627\u0631\u0627 \u0634\u0647\u0631\u064a\u0627<\/strong><\/li>\n\n<li>NVFP4 \u0639\u0644\u0649 ml.p6-b200.48xlarge: 131.02272 \u00d7 730 = <strong>95,646.59 \u062f\u0648\u0644\u0627\u0631\u0627 \u0634\u0647\u0631\u064a\u0627<\/strong><\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u0627\u0644\u062a\u0634\u063a\u064a\u0644 \u0641\u064a \u0633\u0627\u0639\u0627\u062a \u0627\u0644\u0639\u0645\u0644 \u0641\u0642\u0637 (8 \u0633\u0627\u0639\u0627\u062a \u00d7 22 \u064a\u0648\u0645 \u0639\u0645\u0644 = 176 \u0633\u0627\u0639\u0629):<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>ml.p5.48xlarge: 63.296 \u00d7 176 = <strong>11,140.10 \u062f\u0648\u0644\u0627\u0631\u0627 \u0634\u0647\u0631\u064a\u0627<\/strong><\/li>\n\n<li>ml.p6-b200.48xlarge: 131.02272 \u00d7 176 = <strong>23,060.00 \u062f\u0648\u0644\u0627\u0631\u0627 \u0634\u0647\u0631\u064a\u0627<\/strong><\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u0648\u0644\u062a\u0642\u0631\u064a\u0628 \u0627\u0644\u0635\u0648\u0631\u0629: \u0628\u0633\u0639\u0631 gpt-6.1-sol \u0627\u0644\u0645\u0639\u0644\u0646\u060c \u064a\u0634\u062a\u0631\u064a \u0645\u0628\u0644\u063a 46,206 \u062f\u0648\u0644\u0627\u0631\u0627 \u0646\u062d\u0648 4.6 \u0645\u0644\u064a\u0627\u0631 \u0631\u0645\u0632 \u0645\u062e\u0631\u062c\u0627\u062a (46,206 \u00f7 10 \u062f\u0648\u0644\u0627\u0631\u0627\u062a \u0644\u0643\u0644 \u0645\u0644\u064a\u0648\u0646). \u0641\u0627\u0644\u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0630\u0627\u062a\u064a \u0644\u0627 \u064a\u0631\u0628\u062d \u0645\u0646 \u062d\u064a\u062b \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0625\u0644\u0627 \u0625\u0630\u0627 \u0638\u0644\u062a \u0627\u0644\u0628\u0637\u0627\u0642\u0627\u062a \u0645\u0634\u063a\u0648\u0644\u0629 \u0645\u0639\u0638\u0645 \u0627\u0644\u0648\u0642\u062a\u060c \u0623\u0648 \u0625\u0630\u0627 \u0643\u0646\u062a \u0645\u0644\u0632\u0645\u0627 \u0628\u0625\u0628\u0642\u0627\u0621 \u0627\u0644\u0643\u0648\u062f \u0648\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u062f\u0627\u062e\u0644 \u062d\u0633\u0627\u0628\u0643.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0648\u0647\u0646\u0627\u0643 \u0641\u062c\u0648\u062a\u0627\u0646 \u0641\u064a \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0623\u0633\u0639\u0627\u0631: \u0644\u0645 \u0646\u062c\u062f \u0633\u0639\u0631\u0627 \u062d\u0633\u0628 \u0627\u0644\u0637\u0644\u0628 \u0644\u062e\u0627\u062f\u0645 p5e.48xlarge \u0641\u064a \u0623\u064a \u0645\u0646 \u0627\u0644\u0645\u0646\u0637\u0642\u062a\u064a\u0646\u060c \u0644\u0627 \u0641\u064a SageMaker \u0648\u0644\u0627 \u0641\u064a EC2\u060c \u0648\u0644\u0645 \u0646\u062c\u062f \u0633\u0639\u0631 \u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0644\u062e\u0627\u062f\u0645 ml.p6-b200.48xlarge \u0641\u064a US East (Ohio). \u0643\u0645\u0627 \u062a\u0630\u0643\u0631 AWS \u0634\u0631\u0627\u0626\u062d Trainium3 \u062f\u0648\u0646 \u0623\u0646 \u062a\u0646\u0634\u0631 \u062d\u062c\u0645 \u062e\u0627\u062f\u0645 \u0623\u0648 \u0633\u0639\u0631\u0627 \u062e\u0627\u0635\u0627 \u0628\u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0639\u0644\u064a\u0647\u0627 \u062d\u062a\u0649 \u0627\u0644\u0622\u0646.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u0627\u0644\u0645\u0632\u0627\u064a\u0627 \u0648\u0627\u0644\u0639\u064a\u0648\u0628<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u0645\u0627 \u064a\u062d\u0633\u0628 \u0644\u0647<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u062a\u0631\u062e\u064a\u0635 Apache 2.0 \u064a\u0633\u0645\u062d \u0628\u0627\u0644\u0636\u0628\u0637 \u0627\u0644\u062f\u0642\u064a\u0642 \u0648\u0627\u0644\u062a\u0642\u0637\u064a\u0631 \u0648\u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062a\u062c\u0627\u0631\u064a.<\/li>\n\n<li>\u0646\u062a\u0627\u0626\u062c \u0642\u0648\u064a\u0629 \u0641\u064a SWE-bench Verified \u0648Terminal Bench \u0648MCP Atlas\u060c \u0645\u0639 \u062a\u0648\u0641\u064a\u0631 \u0645\u0639\u0644\u0646 \u0641\u064a \u0631\u0645\u0648\u0632 \u0627\u0644\u062a\u0641\u0643\u064a\u0631.<\/li>\n\n<li>\u0633\u064a\u0627\u0642 \u0645\u0644\u064a\u0648\u0646 \u0631\u0645\u0632 \u064a\u0646\u0627\u0633\u0628 \u0627\u0644\u0645\u0633\u062a\u0648\u062f\u0639\u0627\u062a \u0627\u0644\u0643\u0628\u064a\u0631\u0629.<\/li>\n\n<li>\u062a\u0634\u063a\u064a\u0644 \u0645\u062f\u0627\u0631 \u0639\u0644\u0649 AWS \u0645\u0646 \u0627\u0644\u064a\u0648\u0645 \u0627\u0644\u0623\u0648\u0644\u060c \u0645\u0639 \u0645\u0633\u0627\u0631\u0627\u062a SGLang \u0648vLLM.<\/li>\n\n<li>\u0627\u0644\u0643\u0648\u062f \u0644\u0627 \u064a\u063a\u0627\u062f\u0631 \u062d\u0633\u0627\u0628\u0643 \u0639\u0644\u0649 AWS.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0645\u0627 \u064a\u0624\u062e\u0630 \u0639\u0644\u064a\u0647<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u062a\u0634\u063a\u064a\u0644\u0647 \u0645\u0643\u0644\u0641: \u0646\u062d\u0648 46 \u0623\u0644\u0641 \u062f\u0648\u0644\u0627\u0631 \u0634\u0647\u0631\u064a\u0627 \u0639\u0644\u0649 \u0627\u0644\u0623\u0642\u0644 \u0644\u0646\u0642\u0637\u0629 \u0646\u0647\u0627\u064a\u0629 \u0648\u0627\u062d\u062f\u0629 \u062a\u0639\u0645\u0644 \u0628\u0627\u0633\u062a\u0645\u0631\u0627\u0631.<\/li>\n\n<li>\u0646\u0635 \u0641\u0642\u0637\u060c \u0648\u062a\u0631\u0643\u064a\u0632\u0647 \u0639\u0644\u0649 \u0627\u0644\u0625\u0646\u062c\u0644\u064a\u0632\u064a\u0629.<\/li>\n\n<li>\u0644\u064a\u0633 \u0627\u0644\u0623\u0639\u0644\u0649 \u0646\u062a\u064a\u062c\u0629\u061b Kimi K3 \u0648GLM 5.3 \u0648DeepSeek V4.1 Flash \u062a\u062a\u0642\u062f\u0645\u0647 \u0641\u064a Terminal Bench \u062d\u062a\u0649 \u0641\u064a \u062c\u062f\u0648\u0644 Reflection \u0646\u0641\u0633\u0647\u0627.<\/li>\n\n<li>\u0645\u0646\u0637\u0642\u062a\u0627\u0646 \u0641\u0642\u0637 \u0645\u0646 \u0645\u0646\u0627\u0637\u0642 AWS \u0639\u0646\u062f \u0627\u0644\u0625\u0637\u0644\u0627\u0642.<\/li>\n\n<li>\u0627\u0644\u062a\u0642\u0631\u064a\u0631 \u0627\u0644\u062a\u0642\u0646\u064a \u00ab\u0642\u0627\u062f\u0645\u00bb\u060c \u0641\u0627\u0644\u062a\u062d\u0642\u0642 \u0627\u0644\u0645\u0633\u062a\u0642\u0644 \u0645\u062d\u062f\u0648\u062f \u062d\u062a\u0649 \u0627\u0644\u0622\u0646.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u0644\u0645\u0646 \u064a\u0646\u0627\u0633\u0628 \u0648\u0644\u0645\u0646 \u0644\u0627 \u064a\u0646\u0627\u0633\u0628\u061f<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u064a\u0646\u0627\u0633\u0628:<\/strong> \u0641\u0631\u0642 \u0627\u0644\u0647\u0646\u062f\u0633\u0629 \u0627\u0644\u062a\u064a \u062a\u0639\u0645\u0644 \u0639\u0644\u0649 AWS \u0623\u0635\u0644\u0627 \u0648\u062a\u062d\u062a\u0627\u062c \u0625\u0628\u0642\u0627\u0621 \u0627\u0644\u0643\u0648\u062f \u0627\u0644\u0645\u0635\u062f\u0631\u064a \u062f\u0627\u062e\u0644 \u062d\u0633\u0627\u0628\u0647\u0627\u060c \u0648\u0627\u0644\u0634\u0631\u0643\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0634\u063a\u0644 \u0648\u0643\u0644\u0627\u0621 \u0628\u0631\u0645\u062c\u064a\u064a\u0646 \u0639\u0644\u0649 \u0645\u062f\u0627\u0631 \u0627\u0644\u0633\u0627\u0639\u0629 \u0641\u062a\u0638\u0644 \u0627\u0644\u0628\u0637\u0627\u0642\u0627\u062a \u0645\u0634\u063a\u0648\u0644\u0629\u060c \u0648\u0627\u0644\u0641\u0631\u0642 \u0627\u0644\u062a\u064a \u062a\u0631\u064a\u062f \u0636\u0628\u0637 \u0646\u0645\u0648\u0630\u062c \u0645\u0641\u062a\u0648\u062d \u0639\u0644\u0649 \u0642\u0627\u0639\u062f\u0629 \u0643\u0648\u062f\u0647\u0627 \u0628\u062a\u0631\u062e\u064a\u0635 \u0645\u0631\u064a\u062d.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u0644\u0627 \u064a\u0646\u0627\u0633\u0628:<\/strong> \u0627\u0644\u0645\u0633\u062a\u0642\u0644\u064a\u0646 \u0648\u0627\u0644\u0648\u0643\u0627\u0644\u0627\u062a \u0627\u0644\u0635\u063a\u064a\u0631\u0629 \u0648\u0623\u063a\u0644\u0628 \u0627\u0644\u0634\u0631\u0643\u0627\u062a \u0627\u0644\u0635\u063a\u064a\u0631\u0629. \u0625\u0646 \u0643\u0646\u062a \u062a\u0628\u0646\u064a \u0628\u0636\u0639\u0629 \u0645\u0648\u0627\u0642\u0639 \u0623\u0648 \u062a\u0635\u0648\u0646\u0647\u0627\u060c \u0641\u0645\u0633\u0627\u0639\u062f \u0628\u0631\u0645\u062c\u0629 \u0645\u0633\u062a\u0636\u0627\u0641 \u0623\u0648 \u0648\u0627\u062c\u0647\u0629 \u062a\u062f\u0641\u0639 \u0641\u064a\u0647\u0627 \u0644\u0643\u0644 \u0631\u0645\u0632 \u0623\u0631\u062e\u0635 \u0628\u0643\u062b\u064a\u0631. \u0648\u0625\u0646 \u0623\u0631\u062f\u062a \u062a\u062c\u0631\u0628\u0629 \u062a\u0634\u063a\u064a\u0644 \u0646\u0645\u0648\u0630\u062c \u0628\u0646\u0641\u0633\u0643\u060c \u0641\u0646\u0645\u0648\u0630\u062c \u0623\u0635\u063a\u0631 \u0645\u062b\u0644 Qwen3-Coder-Next \u0628\u062f\u0627\u064a\u0629 \u0623\u0639\u0642\u0644.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u0645\u0627\u0630\u0627 \u064a\u0639\u0646\u064a \u0647\u0630\u0627 \u0644\u0645\u0648\u0627\u0642\u0639 \u0648\u0648\u0631\u062f\u0628\u0631\u064a\u0633 \u0648\u0627\u0644\u0623\u0646\u0634\u0637\u0629 \u0627\u0644\u062a\u062c\u0627\u0631\u064a\u0629\u061f<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0635\u0627\u062d\u0628 \u0645\u0648\u0642\u0639 \u0648\u0648\u0631\u062f\u0628\u0631\u064a\u0633 \u0639\u0627\u062f\u064a\u060c \u0647\u0630\u0627 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0644\u064a\u0633 \u0634\u064a\u0626\u0627 \u062a\u062b\u0628\u062a\u0647\u060c \u0628\u0644 \u0628\u0646\u064a\u0629 \u062a\u062d\u062a\u064a\u0629 \u0644\u0641\u0631\u0642 \u0627\u0644\u062a\u0637\u0648\u064a\u0631. \u0648\u0623\u062b\u0631\u0647 \u0639\u0644\u064a\u0643 \u063a\u064a\u0631 \u0645\u0628\u0627\u0634\u0631: \u0643\u0644\u0645\u0627 \u0642\u0648\u064a\u062a \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0646\u062e\u0641\u0636\u062a \u062a\u0643\u0644\u0641\u0629 \u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0628\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u060c \u0648\u0635\u0627\u0631 \u0644\u0644\u0648\u0643\u0627\u0644\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0644\u062a\u0632\u0645 \u0628\u0642\u0648\u0627\u0639\u062f \u0635\u0627\u0631\u0645\u0629 \u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0639\u0645\u0644\u0627\u0626\u0647\u0627 \u062e\u064a\u0627\u0631 \u062d\u0642\u064a\u0642\u064a \u0644\u0644\u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0630\u0627\u062a\u064a.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0648\u0625\u0646 \u0643\u0646\u062a \u062a\u0633\u062a\u0643\u0634\u0641 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0644\u0645\u0648\u0642\u0639\u0643\u060c \u0641\u0627\u0628\u062f\u0623 \u062d\u064a\u062b \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0645\u0646\u062e\u0641\u0636\u0629. \u062f\u0644\u064a\u0644\u0646\u0627 \u0639\u0646 <a href=\"https:\/\/heshamsaad.com\/ar\/build-wordpress-site-with-ai\/\">\u0628\u0646\u0627\u0621 \u0645\u0648\u0642\u0639 \u0648\u0648\u0631\u062f\u0628\u0631\u064a\u0633 \u0628\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a<\/a> \u064a\u0634\u0631\u062d \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0639\u0645\u0644 \u0627\u0644\u064a\u0648\u0645 \u062f\u0648\u0646 \u0641\u0627\u062a\u0648\u0631\u0629 \u0628\u0637\u0627\u0642\u0627\u062a \u0631\u0633\u0648\u0645\u064a\u0629. \u0648\u0644\u0644\u0625\u0636\u0627\u0641\u0627\u062a \u0627\u0644\u0645\u062e\u0635\u0635\u0629 \u0623\u0648 \u0627\u0644\u062a\u0643\u0627\u0645\u0644\u0627\u062a \u0623\u0648 \u0633\u064a\u0631 \u0639\u0645\u0644 \u0627\u0644\u0648\u0643\u0644\u0627\u0621 \u0627\u0644\u0645\u0631\u062a\u0628\u0637\u0629 \u0628\u0645\u0648\u0642\u0639\u0643\u060c \u062a\u0633\u0627\u0639\u062f\u0643 \u062e\u062f\u0645\u0629 <a href=\"https:\/\/heshamsaad.com\/ar\/wordpress-development\/\">\u062a\u0637\u0648\u064a\u0631 \u0648\u0648\u0631\u062f\u0628\u0631\u064a\u0633<\/a> \u0641\u064a \u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0648\u0627\u0644\u0625\u0639\u062f\u0627\u062f \u0627\u0644\u0645\u0646\u0627\u0633\u0628\u064a\u0646. \u0648\u0625\u0646 \u0644\u0645 \u062a\u0643\u0646 \u0645\u062a\u0623\u0643\u062f\u0627 \u0647\u0644 \u064a\u0633\u062a\u062d\u0642 \u0627\u0644\u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0630\u0627\u062a\u064a \u0627\u0644\u0639\u0646\u0627\u0621 \u0641\u064a \u062d\u0627\u0644\u062a\u0643\u060c \u0641\u0627\u062d\u062c\u0632 <a href=\"https:\/\/heshamsaad.com\/ar\/free-consultation\/\">\u0627\u0633\u062a\u0634\u0627\u0631\u0629 \u0645\u062c\u0627\u0646\u064a\u0629<\/a> \u0648\u0646\u0641\u0643\u0631 \u0641\u064a \u0627\u0644\u0623\u0645\u0631 \u0645\u0639\u0627.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u0634\u0627\u0626\u0639\u0629<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u0647\u0644 \u0646\u0645\u0648\u0630\u062c Reflection Beam \u0645\u0641\u062a\u0648\u062d \u0627\u0644\u0645\u0635\u062f\u0631 \u0641\u0639\u0644\u0627\u061f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u0623\u0648\u0632\u0627\u0646\u0647 \u0645\u0646\u0634\u0648\u0631\u0629 \u0628\u062a\u0631\u062e\u064a\u0635 Apache 2.0 \u0648\u0647\u0648 \u062a\u0631\u062e\u064a\u0635 \u0645\u0641\u062a\u0648\u062d \u0645\u0631\u0646\u060c \u0648\u062a\u0633\u0645\u062d \u0627\u0644\u0628\u0637\u0627\u0642\u0629 \u0628\u0627\u0644\u0636\u0628\u0637 \u0627\u0644\u062f\u0642\u064a\u0642 \u0648\u0627\u0644\u062a\u0642\u0637\u064a\u0631 \u0648\u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062a\u062c\u0627\u0631\u064a. \u0623\u0645\u0627 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0641\u063a\u064a\u0631 \u0645\u0646\u0634\u0648\u0631\u0629.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0647\u0644 \u0647\u0648 \u0625\u0635\u062f\u0627\u0631 \u062c\u062f\u064a\u062f \u0623\u0645 \u0642\u062f\u064a\u0645\u061f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u062c\u062f\u064a\u062f. \u0623\u0639\u0644\u0646\u062a\u0647 Reflection \u0641\u064a 5 \u0623\u0643\u062a\u0648\u0628\u0631 2026\u060c \u0648\u0648\u0635\u0644\u062a \u0627\u0644\u0623\u0648\u0632\u0627\u0646 \u0625\u0644\u0649 Hugging Face \u0628\u064a\u0646 7 \u064810 \u0623\u0643\u062a\u0648\u0628\u0631\u060c \u0648\u0625\u0639\u0644\u0627\u0646 AWS \u0645\u0624\u0631\u062e \u0641\u064a 16 \u0623\u0643\u062a\u0648\u0628\u0631 2026 \u0631\u063a\u0645 \u0648\u062c\u0648\u062f \u00ab2026\/01\u00bb \u0641\u064a \u0631\u0627\u0628\u0637\u0647.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0647\u0644 \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\u061f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u0644\u0627. \u062a\u0630\u0643\u0631 AWS \u062e\u0648\u0627\u062f\u0645 \u0645\u0646 8 \u0628\u0637\u0627\u0642\u0627\u062a: H100 \u0623\u0648 H200 \u0644\u0635\u064a\u063a\u0629 FP8\u060c \u0648B200 \u0644\u0635\u064a\u063a\u0629 NVFP4\u060c \u0623\u0645\u0627 BF16 \u0641\u062a\u062d\u062a\u0627\u062c \u0623\u0643\u062b\u0631 \u0645\u0646 \u062e\u0627\u062f\u0645.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0645\u0627 \u0645\u0646\u0627\u0637\u0642 AWS \u0627\u0644\u0645\u062f\u0639\u0648\u0645\u0629\u061f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u0639\u0646\u062f \u0627\u0644\u0625\u0637\u0644\u0627\u0642 \u064a\u062a\u0648\u0641\u0631 \u0641\u064a SageMaker JumpStart \u0628\u0645\u0646\u0637\u0642\u062a\u064a US East (N. Virginia) \u0648US East (Ohio).<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0647\u0644 \u064a\u062f\u0639\u0645 \u0627\u0644\u0639\u0631\u0628\u064a\u0629\u061f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u062a\u0642\u0648\u0644 Reflection \u0625\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0637\u0648\u0631 \u0644\u0644\u0625\u0646\u062c\u0644\u064a\u0632\u064a\u0629 \u0641\u064a \u0627\u0644\u0623\u0633\u0627\u0633\u060c \u0648\u0644\u0645 \u062a\u0646\u0634\u0631 \u0646\u062a\u0627\u0626\u062c \u0644\u0644\u0639\u0631\u0628\u064a\u0629\u060c \u0641\u062c\u0631\u0628\u0647 \u0628\u0646\u0641\u0633\u0643 \u0642\u0628\u0644 \u0627\u0644\u0627\u0639\u062a\u0645\u0627\u062f \u0639\u0644\u064a\u0647 \u0641\u064a \u0646\u0635\u0648\u0635 \u0639\u0631\u0628\u064a\u0629.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0647\u0644 \u064a\u0639\u0645\u0644 \u0645\u0639 SGLang \u0623\u0648 vLLM\u061f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u0646\u0639\u0645. \u064a\u0634\u0631\u062d \u062f\u0644\u064a\u0644 AWS \u0627\u0644\u0637\u0631\u064a\u0642\u062a\u064a\u0646 \u0639\u0644\u0649 SageMaker HyperPod Inference\u060c \u0648\u0635\u064a\u063a\u0629 FP8 \u0646\u0641\u0633\u0647\u0627 \u0623\u0639\u062f\u062a \u0628\u0623\u062f\u0627\u0629 llm-compressor \u0645\u0646 \u0641\u0631\u064a\u0642 vLLM.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0647\u0644 \u0647\u0648 \u0623\u0631\u062e\u0635 \u0645\u0646 \u0648\u0627\u062c\u0647\u0629 \u0645\u063a\u0644\u0642\u0629\u061f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u0641\u0642\u0637 \u0645\u0639 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0643\u062b\u064a\u0641 \u0648\u0645\u0633\u062a\u0645\u0631. \u062e\u0627\u062f\u0645 ml.p5.48xlarge \u064a\u0639\u0645\u0644 \u0628\u0627\u0633\u062a\u0645\u0631\u0627\u0631 \u064a\u0643\u0644\u0641 \u0646\u062d\u0648 46,206 \u062f\u0648\u0644\u0627\u0631\u0627 \u0634\u0647\u0631\u064a\u0627\u060c \u0648\u0647\u0648 \u0645\u0627 \u064a\u0639\u0627\u062f\u0644 \u0642\u0631\u0627\u0628\u0629 4.6 \u0645\u0644\u064a\u0627\u0631 \u0631\u0645\u0632 \u0645\u062e\u0631\u062c\u0627\u062a \u0628\u0633\u0639\u0631 gpt-6.1-sol \u0627\u0644\u0645\u0639\u0644\u0646.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u0627\u0644\u0645\u0631\u0627\u062c\u0639<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/reflection.ai\/blog\/introducing-beam\" rel=\"noopener\" target=\"_blank\">\u0625\u0639\u0644\u0627\u0646 Beam \u0645\u0646 Reflection<\/a><\/li>\n\n<li><a href=\"https:\/\/huggingface.co\/reflection\/Beam-1.0-501B-A23B\" rel=\"noopener\" target=\"_blank\">\u0628\u0637\u0627\u0642\u0629 \u0646\u0645\u0648\u0630\u062c Beam 1.0 (BF16) \u0639\u0644\u0649 Hugging Face<\/a><\/li>\n\n<li><a href=\"https:\/\/huggingface.co\/reflection\/Beam-1.0-501B-A23B-FP8\" rel=\"noopener\" target=\"_blank\">\u0646\u0633\u062e\u0629 FP8 \u0639\u0644\u0649 Hugging Face<\/a><\/li>\n\n<li><a href=\"https:\/\/huggingface.co\/reflection\/Beam-1.0-501B-A23B-NVFP4\" rel=\"noopener\" target=\"_blank\">\u0646\u0633\u062e\u0629 NVFP4 \u0639\u0644\u0649 Hugging Face<\/a><\/li>\n\n<li><a href=\"https:\/\/aws.amazon.com\/blogs\/machine-learning\/introducing-reflection-beam-an-open-weight-model-for-agentic-coding-on-aws\/\" rel=\"noopener\" target=\"_blank\">\u062a\u0634\u063a\u064a\u0644 Reflection Beam \u0639\u0644\u0649 AWS\u060c \u0645\u062f\u0648\u0646\u0629 AWS \u0644\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a<\/a><\/li>\n\n<li><a href=\"https:\/\/aws.amazon.com\/about-aws\/whats-new\/2026\/01\/reflection-beam-on-sagemaker-jumpstart-and-aws-trainium\/\" rel=\"noopener\" target=\"_blank\">Beam \u0639\u0644\u0649 SageMaker JumpStart \u0648AWS Trainium\u060c \u0635\u0641\u062d\u0629 What&#8217;s New<\/a><\/li>\n\n<li><a href=\"https:\/\/aws.amazon.com\/sagemaker\/ai\/pricing\/\" rel=\"noopener\" target=\"_blank\">\u0623\u0633\u0639\u0627\u0631 Amazon SageMaker AI<\/a><\/li>\n\n<li><a href=\"https:\/\/aws.amazon.com\/ec2\/pricing\/on-demand\/\" rel=\"noopener\" target=\"_blank\">\u0623\u0633\u0639\u0627\u0631 Amazon EC2 \u062d\u0633\u0628 \u0627\u0644\u0637\u0644\u0628<\/a><\/li>\n\n<li><a href=\"https:\/\/aws.amazon.com\/ec2\/instance-types\/p5\/\" rel=\"noopener\" target=\"_blank\">\u062e\u0648\u0627\u062f\u0645 Amazon EC2 P5<\/a><\/li>\n\n<li><a href=\"https:\/\/aws.amazon.com\/ec2\/instance-types\/p6\/\" rel=\"noopener\" target=\"_blank\">\u062e\u0648\u0627\u062f\u0645 Amazon EC2 P6<\/a><\/li>\n\n<li><a href=\"https:\/\/huggingface.co\/moonshotai\/Kimi-K3\" rel=\"noopener\" target=\"_blank\">\u0628\u0637\u0627\u0642\u0629 Kimi K3 \u0639\u0644\u0649 Hugging Face<\/a><\/li>\n\n<li><a href=\"https:\/\/huggingface.co\/deepseek-ai\/DeepSeek-V4.1-Flash\" rel=\"noopener\" target=\"_blank\">\u0628\u0637\u0627\u0642\u0629 DeepSeek V4.1 Flash \u0639\u0644\u0649 Hugging Face<\/a><\/li>\n\n<li><a href=\"https:\/\/huggingface.co\/zai-org\/GLM-5.3\" rel=\"noopener\" target=\"_blank\">\u0628\u0637\u0627\u0642\u0629 GLM 5.3 \u0639\u0644\u0649 Hugging Face<\/a><\/li>\n\n<li><a href=\"https:\/\/huggingface.co\/Qwen\/Qwen3-Coder-Next\" rel=\"noopener\" target=\"_blank\">\u0628\u0637\u0627\u0642\u0629 Qwen3-Coder-Next \u0639\u0644\u0649 Hugging Face<\/a><\/li>\n\n<li><a href=\"https:\/\/huggingface.co\/mistralai\/Devstral-2-123B-Instruct-2512\" rel=\"noopener\" target=\"_blank\">\u0628\u0637\u0627\u0642\u0629 Devstral 2 123B \u0639\u0644\u0649 Hugging Face<\/a><\/li>\n\n<li><a href=\"https:\/\/platform.openai.com\/docs\/pricing\" rel=\"noopener\" target=\"_blank\">\u0623\u0633\u0639\u0627\u0631 OpenAI API<\/a><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>\u0646\u0645\u0648\u0630\u062c Reflection Beam \u0646\u0645\u0648\u0630\u062c \u0628\u0631\u0645\u062c\u0629 \u0645\u0641\u062a\u0648\u062d \u0627\u0644\u0623\u0648\u0632\u0627\u0646 \u0628\u062a\u0631\u062e\u064a\u0635 Apache 2.0 \u0635\u0627\u0631 \u0645\u062a\u0627\u062d\u0627 \u0639\u0644\u0649 SageMaker JumpStart. \u0627\u0644\u0645\u0648\u0627\u0635\u0641\u0627\u062a \u0648\u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0648\u0627\u0644\u0645\u0646\u0627\u0641\u0633\u0648\u0646 \u0648\u062a\u0643\u0644\u0641\u0629 \u062a\u0634\u063a\u064a\u0644\u0647 \u0627\u0644\u0641\u0639\u0644\u064a\u0629 \u0639\u0644\u0649 AWS.<\/p>\n","protected":false},"author":1611,"featured_media":13590,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_seopress_titles_title":"\u0646\u0645\u0648\u0630\u062c Reflection Beam: \u0627\u0644\u0645\u0648\u0627\u0635\u0641\u0627\u062a \u0648\u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0648\u0627\u0644\u0645\u0642\u0627\u0631\u0646\u0629 \u0628\u0627\u0644\u0645\u0646\u0627\u0641\u0633\u064a\u0646","_seopress_titles_desc":"\u0646\u0645\u0648\u0630\u062c Reflection Beam \u0646\u0645\u0648\u0630\u062c \u0628\u0631\u0645\u062c\u0629 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