{"id":13132,"date":"2026-10-15T18:25:37","date_gmt":"2026-10-15T15:25:37","guid":{"rendered":"https:\/\/heshamsaad.com\/?p=13132"},"modified":"2026-10-22T20:14:44","modified_gmt":"2026-10-22T17:14:44","slug":"mistral-timestral-time-series-forecasting","status":"publish","type":"post","link":"https:\/\/heshamsaad.com\/ar\/mistral-timestral-time-series-forecasting\/","title":{"rendered":"\u0646\u0645\u0648\u0630\u062c Timestral \u0645\u0646 \u0645\u064a\u0633\u062a\u0631\u0627\u0644 \u0644\u0644\u062a\u0646\u0628\u0624: \u0645\u0627 \u0627\u0644\u062c\u062f\u064a\u062f \u0648\u0643\u064a\u0641 \u064a\u0642\u0627\u0631\u0646 \u0628\u0645\u0646\u0627\u0641\u0633\u064a\u0647\u061f"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">\u0623\u0639\u0644\u0646\u062a \u0645\u064a\u0633\u062a\u0631\u0627\u0644 \u0641\u064a \u0627\u0644\u062e\u0627\u0645\u0633 \u0639\u0634\u0631 \u0645\u0646 \u0623\u0643\u062a\u0648\u0628\u0631 2026 \u0639\u0646 \u0623\u0648\u0644 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\u0627\u0644\u0625\u0646\u062a\u0631\u0646\u062a.<\/li>\n\n<li><strong>\u0627\u0644\u062a\u0631\u062e\u064a\u0635:<\/strong> MIT \u0645\u0639\u062f\u0644.<\/li>\n\n<li><strong>\u0627\u0644\u0643\u0648\u062f:<\/strong> \u0646\u0634\u0631\u062a \u0645\u064a\u0633\u062a\u0631\u0627\u0644 \u0645\u0633\u062a\u0648\u062f\u0639\u0627 \u0639\u0644\u0649 GitHub \u0644\u062a\u062c\u0631\u0628\u062a\u0647 \u0639\u0644\u0649 \u0628\u064a\u0627\u0646\u0627\u062a\u0643\u060c \u0648\u0648\u0639\u062f\u062a \u0628\u062a\u0642\u0631\u064a\u0631 \u062a\u0642\u0646\u064a \u0643\u0627\u0645\u0644 \u0644\u0627\u062d\u0642\u0627.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u0645\u0627 \u0627\u0644\u062c\u062f\u064a\u062f \u0645\u0642\u0627\u0631\u0646\u0629 \u0628\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u062a\u0646\u0628\u0624 \u0627\u0644\u0642\u062f\u064a\u0645\u0629\u061f<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u0647\u0646\u0627\u0643 \u0623\u0631\u0628\u0639 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\u0648\u0627\u0644\u062d\u0631\u0627\u0631\u0629 \u0648\u0627\u0644\u0636\u063a\u0637 \u0628\u0628\u0639\u0636\u0647\u0627. \u0648\u0641\u064a \u0627\u0644\u0645\u062a\u062c\u0631 \u0642\u062f \u064a\u0643\u0648\u0646 \u0627\u0644\u0645\u0642\u0627\u0628\u0644 \u0639\u062f\u062f \u0627\u0644\u0637\u0644\u0628\u0627\u062a \u0648\u0632\u064a\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u0648\u0642\u0639 \u0648\u0645\u064a\u0632\u0627\u0646\u064a\u0629 \u0627\u0644\u0625\u0639\u0644\u0627\u0646\u0627\u062a\u060c \u0641\u0647\u0630\u0647 \u0627\u0644\u0623\u0631\u0642\u0627\u0645 \u0646\u0627\u062f\u0631\u0627 \u0645\u0627 \u062a\u062a\u062d\u0631\u0643 \u0645\u0646\u0641\u0635\u0644\u0629.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u062a\u0648\u0642\u0639\u0627\u062a \u0628\u0645\u062f\u0649 \u0645\u0646 \u0627\u0644\u0627\u062d\u062a\u0645\u0627\u0644\u0627\u062a<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u0628\u062f\u0644\u0627 \u0645\u0646 \u0623\u0646 \u064a\u0642\u0648\u0644 \u0644\u0643 &#8220;\u0633\u062a\u0628\u064a\u0639 \u0645\u0626\u0629 \u0648\u0639\u0634\u0631\u064a\u0646 \u0642\u0637\u0639\u0629 \u0627\u0644\u0623\u0633\u0628\u0648\u0639 \u0627\u0644\u0642\u0627\u062f\u0645&#8221;\u060c \u064a\u0639\u0637\u064a\u0643 \u0646\u0637\u0627\u0642\u0627 \u0645\u0646 \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0645\u062d\u062a\u0645\u0644\u0629. \u0648\u0647\u0630\u0627 \u064a\u0633\u0645\u062d \u0644\u0643 \u0628\u0627\u0644\u0627\u0633\u062a\u0639\u062f\u0627\u062f \u0644\u0644\u0633\u064a\u0646\u0627\u0631\u064a\u0648 \u0627\u0644\u0623\u0633\u0648\u0623 \u0648\u0627\u0644\u0623\u0641\u0636\u0644 \u0645\u0639\u0627\u060c \u0644\u0627 \u0644\u0644\u0645\u062a\u0648\u0633\u0637 \u0648\u062d\u062f\u0647. \u0648\u0641\u064a \u062a\u062e\u0637\u064a\u0637 \u0627\u0644\u0645\u062e\u0632\u0648\u0646 \u064a\u0643\u0648\u0646 \u0647\u0630\u0627 \u0627\u0644\u0646\u0637\u0627\u0642 \u063a\u0627\u0644\u0628\u0627 \u0623\u0646\u0641\u0639 \u0645\u0646 \u0627\u0644\u0631\u0642\u0645 \u0627\u0644\u0623\u0648\u0633\u0637.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0627\u0644\u0645\u062a\u063a\u064a\u0631\u0627\u062a \u0627\u0644\u0641\u0626\u0648\u064a\u0629<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u0628\u0639\u0636 \u0627\u0644\u0645\u062f\u062e\u0644\u0627\u062a \u062a\u0643\u0648\u0646 \u0641\u0626\u0627\u062a \u0644\u0627 \u0623\u0631\u0642\u0627\u0645\u0627\u060c \u0645\u062b\u0644 \u064a\u0648\u0645 \u0627\u0644\u0623\u0633\u0628\u0648\u0639 \u0623\u0648 \u062d\u0627\u0644\u0629 \u0627\u0644\u0622\u0644\u0629 \u0628\u064a\u0646 \u0627\u0644\u062a\u0634\u063a\u064a\u0644 \u0648\u0627\u0644\u062a\u0648\u0642\u0641 \u0648\u0627\u0644\u0635\u064a\u0627\u0646\u0629. \u064a\u0642\u0631\u0623 Timestral \u0647\u0630\u0647 \u0627\u0644\u0641\u0626\u0627\u062a \u0645\u0628\u0627\u0634\u0631\u0629 \u062f\u0648\u0646 \u062a\u062d\u0648\u064a\u0644\u0647\u0627 \u0625\u0644\u0649 \u0623\u0631\u0642\u0627\u0645 \u062a\u0648\u062d\u064a \u0628\u062a\u0631\u062a\u064a\u0628 \u063a\u064a\u0631 \u0645\u0648\u062c\u0648\u062f. \u0648\u0641\u064a \u0627\u0644\u0645\u062a\u062c\u0631 \u0642\u062f \u062a\u0643\u0648\u0646 \u0627\u0644\u0641\u0626\u0629 &#8220;\u064a\u0648\u0645 \u062a\u062e\u0641\u064a\u0636\u0627\u062a&#8221; \u0623\u0648 &#8220;\u064a\u0648\u0645 \u0639\u0627\u062f\u064a&#8221;.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0623\u062d\u062f\u0627\u062b \u0645\u0639\u0631\u0648\u0641\u0629 \u0645\u0633\u0628\u0642\u0627<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u0647\u0646\u0627\u0643 \u0639\u0648\u0627\u0645\u0644 \u062a\u0639\u0631\u0641\u0647\u0627 \u0642\u0628\u0644 \u062d\u062f\u0648\u062b\u0647\u0627\u060c \u0643\u0627\u0644\u0625\u062c\u0627\u0632\u0627\u062a \u0627\u0644\u0631\u0633\u0645\u064a\u0629 \u0648\u0627\u0644\u0639\u0631\u0648\u0636 \u0627\u0644\u0645\u062e\u0637\u0637 \u0644\u0647\u0627 \u0648\u062a\u0648\u0642\u0639\u0627\u062a \u0627\u0644\u0637\u0642\u0633. \u064a\u0633\u062a\u0637\u064a\u0639 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0623\u0646 \u064a\u0623\u062e\u0630\u0647\u0627 \u0641\u064a \u062d\u0633\u0627\u0628\u0647\u060c \u0641\u064a\u062a\u0648\u0642\u0639 \u0627\u0644\u0627\u0631\u062a\u0641\u0627\u0639 \u0627\u0644\u0645\u062e\u0637\u0637 \u0644\u0647 \u0628\u062f\u0644\u0627 \u0645\u0646 \u0623\u0646 \u064a\u0639\u0627\u0645\u0644\u0647 \u0643\u0645\u0641\u0627\u062c\u0623\u0629. \u0648\u0642\u062f \u0635\u0645\u0645\u062a \u0645\u064a\u0633\u062a\u0631\u0627\u0644 \u0637\u0631\u064a\u0642\u0629 \u0627\u0644\u0627\u0646\u062a\u0628\u0627\u0647 \u0641\u064a \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0628\u062d\u064a\u062b \u064a\u0633\u062a\u0641\u064a\u062f \u0645\u0646 \u062a\u0642\u0648\u064a\u0645 \u0627\u0644\u0625\u062c\u0627\u0632\u0627\u062a \u062f\u0648\u0646 \u0623\u0646 \u064a\u062a\u0633\u0631\u0628 \u0625\u0644\u064a\u0647 \u0645\u0633\u062a\u0642\u0628\u0644 \u0627\u0644\u0631\u0642\u0645 \u0627\u0644\u0645\u0637\u0644\u0648\u0628 \u062a\u0648\u0642\u0639\u0647 \u0646\u0641\u0633\u0647.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u0646\u062a\u0627\u0626\u062c \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u0639\u064a\u0627\u0631\u064a\u0629<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u0627\u062e\u062a\u0628\u0631\u062a \u0645\u064a\u0633\u062a\u0631\u0627\u0644 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0639\u0644\u0649 \u0623\u0634\u0647\u0631 \u062b\u0644\u0627\u062b\u0629 \u0645\u0642\u0627\u064a\u064a\u0633 \u0639\u0627\u0645\u0629 \u0644\u0644\u062a\u0646\u0628\u0624: GIFT-Eval \u0648TIME \u0648fev-bench. \u0648\u0648\u0641\u0642\u0627 \u0644\u0644\u0625\u0639\u0644\u0627\u0646:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u062c\u0627\u0621 \u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0645\u0626\u062a\u064a\u0646 \u0648\u062a\u0633\u0639\u0629 \u0645\u0644\u0627\u064a\u064a\u0646 \u0645\u0639\u0627\u0645\u0644 \u0641\u064a \u0627\u0644\u0645\u0631\u0643\u0632 \u0627\u0644\u0623\u0648\u0644 \u0639\u0644\u0649 \u0627\u0644\u0645\u0642\u0627\u064a\u064a\u0633 \u0627\u0644\u062b\u0644\u0627\u062b\u0629 \u0628\u064a\u0646 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u062f\u0631\u0628\u0629 \u0645\u0633\u0628\u0642\u0627 \u0627\u0644\u062a\u064a \u062a\u0639\u0645\u0644 \u062f\u0648\u0646 \u062a\u062f\u0631\u064a\u0628 \u0639\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062e\u062a\u0628\u0631\u0629\u060c \u0648\u0630\u0644\u0643 \u0641\u064a \u0627\u0644\u0645\u0624\u0634\u0631\u0627\u062a \u0627\u0644\u062e\u0645\u0633\u0629 \u0627\u0644\u062a\u064a \u0646\u0634\u0631\u062a\u0647\u0627 \u0645\u064a\u0633\u062a\u0631\u0627\u0644.<\/li>\n\n<li>\u062a\u0641\u0648\u0642 \u0639\u0644\u0649 \u0623\u0641\u0636\u0644 \u0646\u0645\u0648\u0630\u062c \u0633\u0627\u0628\u0642 \u0628\u0646\u062d\u0648 \u062b\u0644\u062b\u064a \u0639\u062f\u062f \u0645\u0639\u0627\u0645\u0644\u0627\u062a\u0647 \u0641\u0642\u0637.<\/li>\n\n<li>\u062c\u0627\u0621\u062a \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0645\u0646 \u0646\u0633\u062e\u0629 \u0648\u0627\u062d\u062f\u0629 \u0645\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u062f\u0648\u0646 \u062f\u0645\u062c \u0639\u062f\u0629 \u0646\u0645\u0627\u0630\u062c\u060c \u0648\u0623\u0631\u0633\u0644\u062a \u0625\u0644\u0649 \u0644\u0648\u062d\u062a\u064a \u062a\u0631\u062a\u064a\u0628 GIFT-Eval \u0648TIME.<\/li>\n\n<li>\u0634\u0645\u0644\u062a \u0627\u0644\u0645\u0642\u0627\u0631\u0646\u0629 \u062b\u0644\u0627\u062b\u0629 \u0648\u062b\u0645\u0627\u0646\u064a\u0646 \u0646\u0645\u0648\u0630\u062c\u0627 \u0641\u064a GIFT-Eval\u060c \u0648\u062e\u0645\u0633\u0629 \u0648\u062b\u0644\u0627\u062b\u064a\u0646 \u0641\u064a TIME\u060c \u0648\u0633\u0628\u0639\u0629 \u0648\u062b\u0644\u0627\u062b\u064a\u0646 \u0641\u064a fev-bench.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u062a\u0646\u0628\u064a\u0647 \u0645\u0647\u0645: \u0647\u0630\u0647 \u0646\u062a\u0627\u0626\u062c \u0646\u0634\u0631\u062a\u0647\u0627 \u0645\u064a\u0633\u062a\u0631\u0627\u0644 \u0628\u0646\u0641\u0633\u0647\u0627 \u0639\u0644\u0649 \u0645\u0642\u0627\u064a\u064a\u0633 \u0639\u0627\u0645\u0629\u060c \u0648\u0644\u0645 \u064a\u0635\u062f\u0631 \u0628\u0639\u062f \u0627\u0644\u062a\u0642\u0631\u064a\u0631 \u0627\u0644\u062a\u0642\u0646\u064a \u0648\u0644\u0627 \u062a\u0623\u0643\u064a\u062f \u0644\u0648\u062d\u0627\u062a \u0627\u0644\u062a\u0631\u062a\u064a\u0628 \u0627\u0644\u0645\u0633\u062a\u0642\u0644\u0629. \u0644\u0630\u0644\u0643 \u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0647\u0630\u0627 \u0627\u0644\u062a\u0631\u062a\u064a\u0628 \u0639\u0644\u0649 \u0623\u0646\u0647 \u0642\u0648\u064a \u0644\u0643\u0646\u0647 \u062d\u062f\u064a\u062b \u062c\u062f\u0627.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Timestral \u0645\u0642\u0627\u0631\u0646\u0629 \u0628\u0640 Chronos-2 \u0648TimesFM \u0648Falcon<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u064a\u062f\u062e\u0644 Timestral \u0645\u062c\u0627\u0644\u0627 \u0641\u064a\u0647 \u0646\u0645\u0627\u0630\u062c \u0645\u0641\u062a\u0648\u062d\u0629 \u0645\u0639\u0631\u0648\u0641\u0629 \u0628\u0627\u0644\u0641\u0639\u0644. \u0641\u0646\u0645\u0648\u0630\u062c Chronos \u0645\u0646 Amazon Science\u060c \u0648TimesFM \u0647\u0648 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u062a\u0623\u0633\u064a\u0633\u064a \u0644\u0644\u0633\u0644\u0627\u0633\u0644 \u0627\u0644\u0632\u0645\u0646\u064a\u0629 \u0645\u0646 Google Research. \u0648\u0642\u062f \u0630\u0643\u0631\u062a \u0645\u064a\u0633\u062a\u0631\u0627\u0644 \u0635\u0631\u0627\u062d\u0629 Chronos-2 \u0648TimesFM-3 \u0648Falcon-2.0 \u0641\u064a \u0645\u0642\u0627\u0631\u0646\u062a\u0647\u0627.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"608\" src=\"https:\/\/heshamsaad.com\/wp-content\/uploads\/2026\/10\/mistral-timestral-vs-chronos-timesfm-falcon-ar-1024x608.webp\" alt=\"\u0645\u0642\u0627\u0631\u0646\u0629 \u0646\u0645\u0648\u0630\u062c Timestral \u0645\u0646 \u0645\u064a\u0633\u062a\u0631\u0627\u0644 \u0644\u0644\u062a\u0646\u0628\u0624: \u0646\u0645\u0648\u0630\u062c 28M \u064a\u062a\u0641\u0648\u0642 \u0639\u0644\u0649 Chronos-2 \u0627\u0644\u0623\u0643\u0628\u0631 \u0645\u0646\u0647 \u0628\u0646\u062d\u0648 \u0623\u0631\u0628\u0639 \u0645\u0631\u0627\u062a \u0641\u064a GIFT-Eval \u0648TIME\u060c \u0648\u0646\u0645\u0648\u0630\u062c 209M \u064a\u062a\u0641\u0648\u0642 \u0639\u0644\u0649 TimesFM-3 \u0648Falcon-2.0 \u0628\u0639\u062f\u062f \u0645\u0639\u0627\u0645\u0644\u0627\u062a \u0623\u0642\u0644\" class=\"wp-image-13141\" loading=\"lazy\" srcset=\"https:\/\/heshamsaad.com\/wp-content\/uploads\/2026\/10\/mistral-timestral-vs-chronos-timesfm-falcon-ar-1024x608.webp 1024w, https:\/\/heshamsaad.com\/wp-content\/uploads\/2026\/10\/mistral-timestral-vs-chronos-timesfm-falcon-ar-300x178.webp 300w, https:\/\/heshamsaad.com\/wp-content\/uploads\/2026\/10\/mistral-timestral-vs-chronos-timesfm-falcon-ar-768x456.webp 768w, https:\/\/heshamsaad.com\/wp-content\/uploads\/2026\/10\/mistral-timestral-vs-chronos-timesfm-falcon-ar.webp 1200w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-table\"><table>\n<thead><tr><th>\u0645\u0627 \u062a\u0642\u0648\u0644\u0647 \u0645\u064a\u0633\u062a\u0631\u0627\u0644<\/th><th>\u0645\u0627\u0630\u0627 \u064a\u0639\u0646\u064a \u0630\u0644\u0643 \u0639\u0645\u0644\u064a\u0627<\/th><\/tr><\/thead>\n<tbody>\n<tr><td>\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u062b\u0645\u0627\u0646\u064a\u0629 \u0648\u0627\u0644\u0639\u0634\u0631\u064a\u0646 \u0645\u0644\u064a\u0648\u0646\u0627 \u064a\u062a\u0641\u0648\u0642 \u0639\u0644\u0649 Chronos-2 \u0641\u064a GIFT-Eval \u0648TIME<\/td><td>Chronos-2 \u0623\u0643\u0628\u0631 \u0645\u0646\u0647 \u0628\u0646\u062d\u0648 \u0623\u0631\u0628\u0639 \u0645\u0631\u0627\u062a\u060c \u0641\u062a\u0634\u063a\u064a\u0644 Timestral \u0627\u0644\u0635\u063a\u064a\u0631 \u0623\u0631\u062e\u0635 \u0628\u0643\u062b\u064a\u0631 \u0644\u062f\u0642\u0629 \u0645\u0645\u0627\u062b\u0644\u0629 \u0623\u0648 \u0623\u0639\u0644\u0649.<\/td><\/tr>\n<tr><td>\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0645\u0626\u062a\u064a\u0646 \u0648\u062a\u0633\u0639\u0629 \u0645\u0644\u0627\u064a\u064a\u0646 \u064a\u062a\u0641\u0648\u0642 \u0639\u0644\u0649 TimesFM-3 \u0648Falcon-2.0<\/td><td>\u0648\u064a\u0641\u0639\u0644 \u0630\u0644\u0643 \u0628\u0639\u062f\u062f \u0645\u0639\u0627\u0645\u0644\u0627\u062a \u0623\u0642\u0644 \u0645\u0646 \u0643\u0644\u064a\u0647\u0645\u0627.<\/td><\/tr>\n<tr><td>\u0643\u0644 \u0623\u062d\u062c\u0627\u0645 Timestral \u0639\u0644\u0649 \u062d\u062f \u0627\u0644\u0643\u0641\u0627\u0621\u0629 \u0627\u0644\u0623\u0645\u062b\u0644<\/td><td>\u062a\u0642\u0648\u0644 \u0645\u064a\u0633\u062a\u0631\u0627\u0644 \u0625\u0646\u0647 \u0644\u0627 \u064a\u0648\u062c\u062f \u0646\u0645\u0648\u0630\u062c \u0639\u0627\u0645 \u0623\u062f\u0642 \u0645\u0646\u0647 \u0641\u064a \u0646\u0641\u0633 \u0627\u0644\u062d\u062c\u0645.<\/td><\/tr>\n<\/tbody>\n<\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u0644\u0643\u0646 \u0647\u0630\u0647 \u0627\u0644\u0645\u0642\u0627\u0631\u0646\u0629 \u0644\u0627 \u062a\u062e\u0628\u0631\u0643 \u0643\u064a\u0641 \u0633\u064a\u062a\u0635\u0631\u0641 \u0643\u0644 \u0646\u0645\u0648\u0630\u062c \u0645\u0639 \u0628\u064a\u0627\u0646\u0627\u062a\u0643 \u0623\u0646\u062a. \u0641\u0627\u0644\u0645\u0642\u0627\u064a\u064a\u0633 \u062a\u0623\u062e\u0630 \u0645\u062a\u0648\u0633\u0637\u0627 \u0639\u0628\u0631 \u0645\u062c\u0627\u0644\u0627\u062a \u0643\u062b\u064a\u0631\u0629\u060c \u0648\u0642\u062f \u064a\u0641\u0648\u0632 \u0646\u0645\u0648\u0630\u062c \u0625\u062c\u0645\u0627\u0644\u0627 \u062b\u0645 \u064a\u062e\u0633\u0631 \u0641\u064a \u0633\u0644\u0633\u0644\u0629 \u0645\u062d\u062f\u062f\u0629 \u0645\u062b\u0644 \u0637\u0644\u0628\u0627\u062a \u063a\u062f\u0627\u0621 \u0627\u0644\u062c\u0645\u0639\u0629 \u0641\u064a \u0645\u0637\u0639\u0645 \u0648\u0627\u062d\u062f. \u0641\u0625\u0646 \u0643\u0646\u062a \u062a\u0628\u062d\u062b \u0639\u0646 \u0628\u062f\u064a\u0644 \u0644\u0640 TimesFM \u0623\u0648 \u062a\u0642\u0627\u0631\u0646 \u0628\u064a\u0646 Timestral \u0648Chronos-2\u060c \u0641\u062c\u0631\u0628 \u0643\u0644 \u0646\u0645\u0648\u0630\u062c \u0639\u0644\u0649 \u0628\u0636\u0639\u0629 \u0623\u0634\u0647\u0631 \u0645\u0646 \u0628\u064a\u0627\u0646\u0627\u062a\u0643 \u0648\u0642\u0627\u0631\u0646 \u0646\u0633\u0628 \u0627\u0644\u062e\u0637\u0623 \u0642\u0628\u0644 \u0623\u0646 \u062a\u0642\u0631\u0631.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u0627\u0644\u0633\u0631\u0639\u0629 \u0648\u0627\u0644\u062a\u0643\u0644\u0641\u0629: \u062a\u0646\u0628\u0624 \u0639\u0644\u0649 \u0645\u0639\u0627\u0644\u062c \u0639\u0627\u062f\u064a<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u0647\u0630\u0627 \u0623\u0643\u062b\u0631 \u062c\u0632\u0621 \u0639\u0645\u0644\u064a \u0641\u064a \u0627\u0644\u0625\u0639\u0644\u0627\u0646. \u062a\u0642\u0648\u0644 \u0645\u064a\u0633\u062a\u0631\u0627\u0644 \u0625\u0646 \u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u064a\u0648\u0645 \u0643\u0627\u0645\u0644 \u0642\u0627\u062f\u0645 \u0627\u0646\u0637\u0644\u0627\u0642\u0627 \u0645\u0646 \u062b\u0644\u0627\u062b\u0629 \u0623\u0633\u0627\u0628\u064a\u0639 \u0645\u0646 \u0628\u064a\u0627\u0646\u0627\u062a \u0643\u0644 \u0631\u0628\u0639 \u0633\u0627\u0639\u0629\u060c \u0639\u0644\u0649 \u0645\u0639\u0627\u0644\u062c \u062e\u0627\u062f\u0645 \u0639\u0627\u062f\u064a \u0628\u062b\u0645\u0627\u0646\u064a\u0629 \u0645\u0633\u0627\u0631\u0627\u062a\u060c \u064a\u0633\u062a\u063a\u0631\u0642:<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"608\" src=\"https:\/\/heshamsaad.com\/wp-content\/uploads\/2026\/10\/mistral-timestral-model-sizes-cpu-latency-ar-1024x608.webp\" alt=\"\u0623\u062d\u062c\u0627\u0645 \u0646\u0645\u0648\u0630\u062c Timestral \u0645\u0646 \u0645\u064a\u0633\u062a\u0631\u0627\u0644 \u0644\u0644\u062a\u0646\u0628\u0624: 5M \u064828M \u0648123M \u0648209M \u0645\u0639\u0627\u0645\u0644\u060c \u0648\u064a\u0633\u062a\u063a\u0631\u0642 \u0627\u0644\u062a\u0646\u0628\u0624 10 \u0623\u062c\u0632\u0627\u0621 \u0645\u0646 \u0627\u0644\u0623\u0644\u0641 \u0645\u0646 \u0627\u0644\u062b\u0627\u0646\u064a\u0629 \u0645\u0639 5M \u0648140 \u062c\u0632\u0621\u0627 \u0645\u0646 \u0627\u0644\u0623\u0644\u0641 \u0645\u0646 \u0627\u0644\u062b\u0627\u0646\u064a\u0629 \u0645\u0639 209M \u0639\u0644\u0649 \u0645\u0639\u0627\u0644\u062c \u062e\u0627\u062f\u0645 \u0639\u0627\u062f\u064a \u0628\u062b\u0645\u0627\u0646\u064a\u0629 \u0645\u0633\u0627\u0631\u0627\u062a\u060c \u0628\u064a\u0648\u0645 \u0643\u0627\u0645\u0644 \u0645\u0646 \u062b\u0644\u0627\u062b\u0629 \u0623\u0633\u0627\u0628\u064a\u0639 \u0645\u0646 \u0628\u064a\u0627\u0646\u0627\u062a \u0643\u0644 \u0631\u0628\u0639 \u0633\u0627\u0639\u0629\" class=\"wp-image-13139\" loading=\"lazy\" srcset=\"https:\/\/heshamsaad.com\/wp-content\/uploads\/2026\/10\/mistral-timestral-model-sizes-cpu-latency-ar-1024x608.webp 1024w, https:\/\/heshamsaad.com\/wp-content\/uploads\/2026\/10\/mistral-timestral-model-sizes-cpu-latency-ar-300x178.webp 300w, https:\/\/heshamsaad.com\/wp-content\/uploads\/2026\/10\/mistral-timestral-model-sizes-cpu-latency-ar-768x456.webp 768w, https:\/\/heshamsaad.com\/wp-content\/uploads\/2026\/10\/mistral-timestral-model-sizes-cpu-latency-ar.webp 1200w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0639\u0634\u0631\u0629 \u0623\u062c\u0632\u0627\u0621 \u0645\u0646 \u0627\u0644\u0623\u0644\u0641 \u0645\u0646 \u0627\u0644\u062b\u0627\u0646\u064a\u0629 \u0645\u0639 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0623\u0635\u063a\u0631.<\/li>\n\n<li>\u0645\u0626\u0629 \u0648\u0623\u0631\u0628\u0639\u064a\u0646 \u062c\u0632\u0621\u0627 \u0645\u0646 \u0627\u0644\u0623\u0644\u0641 \u0645\u0646 \u0627\u0644\u062b\u0627\u0646\u064a\u0629 \u0645\u0639 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0623\u0643\u0628\u0631.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u0648\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u062b\u0645\u0627\u0646\u064a\u0629 \u0648\u0627\u0644\u0639\u0634\u0631\u064a\u0646 \u0645\u0644\u064a\u0648\u0646\u0627 \u0623\u0633\u0631\u0639 \u0628\u062e\u0645\u0633 \u0645\u0631\u0627\u062a \u0645\u0646 \u0627\u0644\u0623\u0643\u0628\u0631\u060c \u0623\u0645\u0627 \u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0645\u0626\u0629 \u0648\u0627\u0644\u062b\u0644\u0627\u062b\u0629 \u0648\u0627\u0644\u0639\u0634\u0631\u064a\u0646 \u0645\u0644\u064a\u0648\u0646\u0627 \u0641\u064a\u0642\u062a\u0631\u0628 \u0645\u0646 \u0646\u062a\u064a\u062c\u0629 \u0627\u0644\u0623\u0643\u0628\u0631 \u0628\u0641\u0627\u0631\u0642 \u0644\u0627 \u064a\u062a\u062c\u0627\u0648\u0632 0.2% \u0628\u062b\u0644\u0627\u062b\u0629 \u0623\u0631\u0628\u0627\u0639 \u0632\u0645\u0646\u0647. \u0628\u0645\u0639\u0646\u0649 \u0628\u0633\u064a\u0637: \u0644\u0646 \u062a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u0627\u0633\u062a\u0626\u062c\u0627\u0631 \u062e\u0648\u0627\u062f\u0645 \u0628\u0637\u0627\u0642\u0627\u062a \u0631\u0633\u0648\u0645\u064a\u0627\u062a\u060c \u0648\u064a\u0643\u0641\u064a \u062e\u0627\u062f\u0645 \u0627\u0641\u062a\u0631\u0627\u0636\u064a \u0639\u0627\u062f\u064a \u0623\u0648 \u0627\u0644\u062e\u0627\u062f\u0645 \u0627\u0644\u0630\u064a \u062a\u0645\u0644\u0643\u0647 \u0628\u0627\u0644\u0641\u0639\u0644\u060c \u0648\u0647\u0630\u0627 \u064a\u0628\u0642\u064a \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0641\u064a \u0645\u062a\u0646\u0627\u0648\u0644 \u0627\u0644\u0634\u0631\u0643\u0627\u062a \u0627\u0644\u0635\u063a\u064a\u0631\u0629 \u0648\u0627\u0644\u0645\u062a\u0648\u0633\u0637\u0629.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u0627\u0644\u062a\u062e\u0635\u064a\u0635 \u0639\u0628\u0631 Mistral Forge<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u062a\u0639\u062a\u0631\u0641 \u0645\u064a\u0633\u062a\u0631\u0627\u0644 \u0628\u0623\u0646 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u0629 \u0642\u062f \u062a\u062e\u062a\u0644\u0641 \u0643\u062b\u064a\u0631\u0627 \u0639\u0646 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a\u060c \u0648\u062a\u062a\u063a\u064a\u0631 \u0645\u0639 \u0627\u0644\u0648\u0642\u062a. \u0644\u0630\u0644\u0643 \u064a\u062a\u0648\u0641\u0631 Timestral \u0639\u0628\u0631 Mistral Forge\u060c \u0648\u0647\u064a \u0645\u0646\u0638\u0648\u0645\u0629 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0646\u0641\u0633\u0647\u0627 \u0627\u0644\u062a\u064a \u062a\u0633\u062a\u062e\u062f\u0645\u0647\u0627 \u0627\u0644\u0634\u0631\u0643\u0629 \u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0644\u063a\u0629. \u0648\u062a\u062a\u064a\u062d Forge \u0627\u0644\u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0645\u0628\u0627\u0634\u0631\u060c \u0648\u0625\u0636\u0627\u0641\u0629 \u0645\u062a\u063a\u064a\u0631\u0627\u062a \u062e\u0627\u0635\u0629 \u0628\u0645\u062c\u0627\u0644\u0643\u060c \u0648\u0625\u0639\u0627\u062f\u0629 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0639\u0644\u0649 \u0628\u064a\u0627\u0646\u0627\u062a\u0643 \u0627\u0644\u062e\u0627\u0635\u0629\u060c \u0648\u0627\u0644\u062a\u062d\u0643\u0645 \u0641\u064a \u062e\u0644\u064a\u0637 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u062f\u0631\u064a\u0628. \u0648\u064a\u0645\u0643\u0646 \u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0645\u0646\u0638\u0648\u0645\u0629 \u0643\u0627\u0645\u0644\u0629 \u0639\u0644\u0649 \u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0639\u0645\u064a\u0644\u060c \u062d\u062a\u0649 \u0641\u064a \u0627\u0644\u0628\u064a\u0626\u0627\u062a \u0627\u0644\u0645\u0639\u0632\u0648\u0644\u0629\u060c \u0648\u0647\u0630\u0627 \u0645\u0647\u0645 \u0644\u0644\u0634\u0631\u0643\u0627\u062a \u0627\u0644\u062a\u064a \u0644\u0627 \u062a\u0633\u062a\u0637\u064a\u0639 \u0625\u0631\u0633\u0627\u0644 \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0628\u064a\u0639\u0627\u062a\u0647\u0627 \u0625\u0644\u0649 \u0633\u062d\u0627\u0628\u0629 \u062e\u0627\u0631\u062c\u064a\u0629.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0648\u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u0628\u062d\u062b \u0639\u0646 \u0646\u0645\u0627\u0630\u062c \u0623\u062e\u0631\u0649 \u064a\u0645\u0643\u0646 \u062a\u0634\u063a\u064a\u0644\u0647\u0627 \u0639\u0644\u0649 \u062e\u0648\u0627\u062f\u0645\u0643\u060c \u0641\u0642\u062f \u062a\u0646\u0627\u0648\u0644\u0646\u0627 Muse Spark Open \u0645\u0646 \u0645\u064a\u062a\u0627\u060c \u0648\u0647\u0648 <a href=\"https:\/\/heshamsaad.com\/ar\/meta-muse-spark-open\/\">\u0646\u0645\u0648\u0630\u062c \u0645\u0641\u062a\u0648\u062d \u0627\u0644\u0623\u0648\u0632\u0627\u0646 \u0644\u0644\u0628\u0631\u0645\u062c\u0629<\/a>\u060c \u0648\u0634\u0631\u062d\u0646\u0627 \u0645\u0627 \u064a\u062d\u062a\u0627\u062c\u0647 \u062a\u0634\u063a\u064a\u0644\u0647 \u0630\u0627\u062a\u064a\u0627 \u0648\u0643\u064a\u0641 \u064a\u0642\u0627\u0631\u0646 \u0628\u0645\u0646\u0627\u0641\u0633\u064a\u0647.<\/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\">\u0627\u0644\u0645\u0632\u0627\u064a\u0627<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0623\u0641\u0636\u0644 \u0646\u062a\u0627\u0626\u062c \u0645\u0646\u0634\u0648\u0631\u0629 \u0639\u0644\u0649 GIFT-Eval \u0648TIME \u0648fev-bench \u0628\u062d\u062c\u0645 \u0635\u063a\u064a\u0631.<\/li>\n\n<li>\u064a\u0639\u0645\u0644 \u0639\u0644\u0649 \u0627\u0644\u0645\u0639\u0627\u0644\u062c \u0627\u0644\u0639\u0627\u062f\u064a\u060c \u0641\u062a\u0628\u0642\u0649 \u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0645\u0646\u062e\u0641\u0636\u0629.<\/li>\n\n<li>\u0623\u0631\u0628\u0639\u0629 \u0623\u062d\u062c\u0627\u0645 \u062a\u0633\u0645\u062d \u0644\u0643 \u0628\u0627\u0644\u0645\u0648\u0627\u0632\u0646\u0629 \u0628\u064a\u0646 \u0627\u0644\u062f\u0642\u0629 \u0648\u0627\u0644\u0633\u0631\u0639\u0629.<\/li>\n\n<li>\u064a\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0633\u0644\u0627\u0633\u0644 \u0645\u062a\u0631\u0627\u0628\u0637\u0629 \u0648\u0641\u0626\u0627\u062a \u0648\u0623\u062d\u062f\u0627\u062b \u0645\u0633\u062a\u0642\u0628\u0644\u064a\u0629 \u0645\u0639\u0631\u0648\u0641\u0629 \u0643\u0627\u0644\u0625\u062c\u0627\u0632\u0627\u062a \u0648\u0627\u0644\u0639\u0631\u0648\u0636.<\/li>\n\n<li>\u064a\u0639\u0637\u064a \u0646\u0637\u0627\u0642\u0627\u062a \u0627\u062d\u062a\u0645\u0627\u0644\u064a\u0629 \u062a\u0633\u0627\u0639\u062f \u0641\u064a \u0642\u0631\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u062e\u0632\u0648\u0646 \u0648\u0627\u0644\u0639\u0645\u0627\u0644\u0629.<\/li>\n\n<li>\u062a\u0631\u062e\u064a\u0635 MIT \u0645\u0639\u062f\u0644 \u0648\u0625\u0645\u0643\u0627\u0646\u064a\u0629 \u0627\u0644\u062a\u0634\u063a\u064a\u0644 \u0639\u0644\u0649 \u062e\u0648\u0627\u062f\u0645\u0643 \u062a\u0628\u0642\u064a \u0628\u064a\u0627\u0646\u0627\u062a\u0643 \u0639\u0646\u062f\u0643.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0627\u0644\u0639\u064a\u0648\u0628 \u0648\u0627\u0644\u062d\u062f\u0648\u062f<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0627\u0644\u0646\u0645\u0648\u0630\u062c \u062c\u062f\u064a\u062f \u062a\u0645\u0627\u0645\u0627\u060c \u0648\u0627\u0644\u062a\u0642\u0631\u064a\u0631 \u0627\u0644\u062a\u0642\u0646\u064a \u0644\u0645 \u064a\u0635\u062f\u0631 \u0628\u0639\u062f.<\/li>\n\n<li>\u0627\u0644\u062a\u0631\u062e\u064a\u0635 \u0645\u0639\u062f\u0644\u060c \u0641\u0627\u0642\u0631\u0623 \u0646\u0635\u0647 \u0641\u064a \u0627\u0644\u0645\u0633\u062a\u0648\u062f\u0639 \u0642\u0628\u0644 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062a\u062c\u0627\u0631\u064a.<\/li>\n\n<li>\u0647\u0648 \u0646\u0645\u0648\u0630\u062c \u0623\u0631\u0642\u0627\u0645\u060c \u0648\u0644\u0627 \u064a\u0634\u0631\u062d \u0646\u062a\u0627\u0626\u062c\u0647 \u0628\u0627\u0644\u0643\u0644\u0627\u0645 \u0625\u0644\u0627 \u0625\u0630\u0627 \u0631\u0628\u0637\u062a\u0647 \u0628\u0646\u0645\u0648\u0630\u062c \u0644\u063a\u0629.<\/li>\n\n<li>\u064a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u0628\u064a\u0627\u0646\u0627\u062a \u062a\u0627\u0631\u064a\u062e\u064a\u0629 \u0646\u0638\u064a\u0641\u0629\u060c \u0641\u0645\u062a\u062c\u0631 \u0639\u0646\u062f\u0647 \u0623\u0633\u0627\u0628\u064a\u0639 \u0642\u0644\u064a\u0644\u0629 \u0645\u0646 \u0627\u0644\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u0645\u062a\u0642\u0637\u0639\u0629 \u0644\u0646 \u064a\u062d\u0635\u0644 \u0639\u0644\u0649 \u062a\u0648\u0642\u0639\u0627\u062a \u0645\u0648\u062b\u0648\u0642\u0629 \u0645\u0646 \u0623\u064a \u0646\u0645\u0648\u0630\u062c.<\/li>\n\n<li>\u062a\u062c\u0647\u064a\u0632\u0647 \u064a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u0639\u0645\u0644 \u0645\u0637\u0648\u0631: \u062a\u0635\u062f\u064a\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062e\u062f\u0645\u0629 \u0635\u063a\u064a\u0631\u0629 \u0644\u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0648\u0637\u0631\u064a\u0642\u0629 \u0644\u0639\u0631\u0636 \u0627\u0644\u0646\u062a\u0627\u0626\u062c.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u0623\u0641\u0636\u0644 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0627\u062a: \u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0627\u0644\u0645\u0628\u064a\u0639\u0627\u062a \u0628\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u062a\u0631\u0643\u0632 \u0623\u0645\u062b\u0644\u0629 \u0645\u064a\u0633\u062a\u0631\u0627\u0644 \u0639\u0644\u0649 \u0627\u0644\u0645\u0635\u0627\u0646\u0639 \u0648\u0627\u0644\u0642\u0637\u0627\u0639 \u0627\u0644\u0645\u0627\u0644\u064a\u060c \u0644\u0643\u0646 \u0646\u0642\u0627\u0637 \u0627\u0644\u0642\u0648\u0629 \u0646\u0641\u0633\u0647\u0627 \u062a\u0641\u064a\u062f \u0627\u0644\u0623\u0646\u0634\u0637\u0629 \u0627\u0644\u064a\u0648\u0645\u064a\u0629 \u0641\u064a \u0645\u0635\u0631 \u0648\u0627\u0644\u0633\u0639\u0648\u062f\u064a\u0629 \u0648\u0627\u0644\u0645\u0646\u0637\u0642\u0629 \u0643\u0644\u0647\u0627.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"571\" src=\"https:\/\/heshamsaad.com\/wp-content\/uploads\/2026\/10\/timestral-riyadh-warehouse-weekly-demand-tablet-1024x571.webp\" alt=\"\u0645\u0633\u0624\u0648\u0644\u0629 \u062a\u062e\u0637\u064a\u0637 \u0641\u064a \u0645\u0633\u062a\u0648\u062f\u0639 \u0628\u0627\u0644\u0631\u064a\u0627\u0636 \u062a\u0631\u062a\u062f\u064a \u062d\u062c\u0627\u0628\u0627 \u0623\u062e\u0636\u0631 \u062f\u0627\u0643\u0646\u0627 \u0648\u062a\u0631\u0627\u062c\u0639 \u0639\u0644\u0649 \u062c\u0647\u0627\u0632 \u0644\u0648\u062d\u064a \u0627\u0644\u0637\u0644\u0628 \u0627\u0644\u0623\u0633\u0628\u0648\u0639\u064a \u0644\u0643\u0644 \u0641\u0626\u0629 \u0645\u0646 \u0627\u0644\u0645\u0646\u062a\u062c\u0627\u062a \u0642\u0628\u0644 \u0631\u0645\u0636\u0627\u0646\u060c \u0648\u0647\u0648 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u0623\u0644\u0648\u0641 \u0644\u0646\u0645\u0648\u0630\u062c Timestral \u0645\u0646 \u0645\u064a\u0633\u062a\u0631\u0627\u0644 \u0644\u0644\u062a\u0646\u0628\u0624.\" class=\"wp-image-13142\" loading=\"lazy\" srcset=\"https:\/\/heshamsaad.com\/wp-content\/uploads\/2026\/10\/timestral-riyadh-warehouse-weekly-demand-tablet-1024x571.webp 1024w, https:\/\/heshamsaad.com\/wp-content\/uploads\/2026\/10\/timestral-riyadh-warehouse-weekly-demand-tablet-300x167.webp 300w, https:\/\/heshamsaad.com\/wp-content\/uploads\/2026\/10\/timestral-riyadh-warehouse-weekly-demand-tablet-768x428.webp 768w, https:\/\/heshamsaad.com\/wp-content\/uploads\/2026\/10\/timestral-riyadh-warehouse-weekly-demand-tablet.webp 1200w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u062a\u0648\u0642\u0639 \u0627\u0644\u0637\u0644\u0628 \u0644\u0644\u0645\u062a\u0627\u062c\u0631 \u0627\u0644\u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a\u0629:<\/strong> \u062a\u0648\u0642\u0639 \u0627\u0644\u0637\u0644\u0628 \u0627\u0644\u0623\u0633\u0628\u0648\u0639\u064a \u0644\u0643\u0644 \u0641\u0626\u0629 \u0645\u0646\u062a\u062c\u0627\u062a\u060c \u0645\u0639 \u0625\u062f\u062e\u0627\u0644 \u0631\u0645\u0636\u0627\u0646 \u0648\u0627\u0644\u062c\u0645\u0639\u0629 \u0627\u0644\u0628\u064a\u0636\u0627\u0621 \u0648\u0623\u064a\u0627\u0645 \u0635\u0631\u0641 \u0627\u0644\u0631\u0648\u0627\u062a\u0628 \u0643\u0623\u062d\u062f\u0627\u062b \u0645\u0639\u0631\u0648\u0641\u0629.<\/li>\n\n<li><strong>\u0627\u0644\u0645\u0637\u0627\u0639\u0645 \u0648\u0627\u0644\u0645\u0642\u0627\u0647\u064a:<\/strong> \u062a\u0648\u0642\u0639 \u0627\u0644\u0637\u0644\u0628\u0627\u062a \u0644\u0643\u0644 \u0641\u0631\u0639 \u0641\u064a \u0643\u0644 \u0633\u0627\u0639\u0629 \u0644\u062a\u062c\u0647\u064a\u0632 \u0627\u0644\u0645\u0643\u0648\u0646\u0627\u062a \u0648\u062a\u0648\u0632\u064a\u0639 \u0627\u0644\u0648\u0631\u062f\u064a\u0627\u062a.<\/li>\n\n<li><strong>\u0632\u064a\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u0648\u0642\u0639:<\/strong> \u062a\u0648\u0642\u0639 \u062d\u062c\u0645 \u0627\u0644\u0632\u064a\u0627\u0631\u0627\u062a \u0642\u0628\u0644 \u0627\u0644\u062d\u0645\u0644\u0627\u062a \u0644\u062a\u062c\u0647\u064a\u0632 \u0627\u0644\u0627\u0633\u062a\u0636\u0627\u0641\u0629.<\/li>\n\n<li><strong>\u062d\u062c\u0645 \u0627\u0644\u0634\u062d\u0646\u0627\u062a:<\/strong> \u062a\u0642\u062f\u064a\u0631 \u0639\u062f\u062f \u0627\u0644\u0637\u0631\u0648\u062f \u064a\u0648\u0645\u064a\u0627 \u0644\u062d\u062c\u0632 \u0645\u0648\u0627\u0639\u064a\u062f \u0627\u0644\u0627\u0633\u062a\u0644\u0627\u0645 \u0645\u0639 \u0634\u0631\u0643\u0629 \u0627\u0644\u0634\u062d\u0646 \u0645\u0633\u0628\u0642\u0627.<\/li>\n\n<li><strong>\u0627\u0644\u062a\u062f\u0641\u0642 \u0627\u0644\u0646\u0642\u062f\u064a:<\/strong> \u062a\u0642\u062f\u064a\u0631 \u0646\u0637\u0627\u0642 \u0627\u0644\u0625\u064a\u0631\u0627\u062f\u0627\u062a \u0627\u0644\u064a\u0648\u0645\u064a\u0629 \u0644\u062a\u062e\u0637\u064a\u0637 \u0627\u0644\u0645\u0634\u062a\u0631\u064a\u0627\u062a.<\/li>\n\n<li><strong>\u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u062e\u0648\u0627\u062f\u0645:<\/strong> \u0631\u0635\u062f \u0627\u0644\u0627\u0631\u062a\u0641\u0627\u0639\u0627\u062a \u063a\u064a\u0631 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 \u0641\u064a \u0627\u0644\u0623\u062e\u0637\u0627\u0621 \u0623\u0648 \u0627\u0644\u0636\u063a\u0637 \u0642\u0628\u0644 \u0623\u0646 \u062a\u062a\u062d\u0648\u0644 \u0625\u0644\u0649 \u062a\u0648\u0642\u0641.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u0645\u0627\u0630\u0627 \u064a\u0639\u0646\u064a Timestral \u0644\u0645\u0648\u0642\u0639 \u0648\u0648\u0631\u062f\u0628\u0631\u064a\u0633 \u0623\u0648 \u0644\u0646\u0634\u0627\u0637\u0643 \u0627\u0644\u062a\u062c\u0627\u0631\u064a\u061f<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Timestral \u0644\u064a\u0633 \u0625\u0636\u0627\u0641\u0629 \u0648\u0648\u0631\u062f\u0628\u0631\u064a\u0633\u060c \u0648\u0644\u0627 \u064a\u0648\u062c\u062f \u0644\u0647 \u062d\u062a\u0649 \u0627\u0644\u0622\u0646 \u062a\u0643\u0627\u0645\u0644 \u0631\u0633\u0645\u064a \u0645\u0639 \u0648\u0648\u0643\u0648\u0645\u0631\u0633 \u0645\u0646 \u0645\u064a\u0633\u062a\u0631\u0627\u0644. \u0645\u0627 \u064a\u0642\u062f\u0645\u0647 \u0647\u0648 \u0645\u062d\u0631\u0643 \u062a\u0646\u0628\u0624 \u0633\u0631\u064a\u0639 \u0648\u0645\u0646\u062e\u0641\u0636 \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u064a\u0633\u062a\u0637\u064a\u0639 \u0627\u0644\u0645\u0637\u0648\u0631 \u0623\u0646 \u064a\u0631\u0628\u0637\u0647 \u0628\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u062a\u062c\u0631\u0643.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0648\u0627\u0644\u062a\u0637\u0628\u064a\u0642 \u0627\u0644\u0648\u0627\u0642\u0639\u064a \u0644\u0645\u062a\u062c\u0631 \u0648\u0648\u0643\u0648\u0645\u0631\u0633 \u064a\u0633\u064a\u0631 \u0647\u0643\u0630\u0627:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u062a\u0635\u062f\u064a\u0631 \u0625\u062c\u0645\u0627\u0644\u064a \u0627\u0644\u0637\u0644\u0628\u0627\u062a \u064a\u0648\u0645\u064a\u0627 \u0623\u0648 \u0643\u0644 \u0633\u0627\u0639\u0629 \u0644\u0643\u0644 \u0645\u0646\u062a\u062c \u0623\u0648 \u0641\u0626\u0629.<\/li>\n\n<li>\u062a\u0634\u063a\u064a\u0644 Timestral \u0639\u0644\u0649 \u062e\u0627\u062f\u0645 \u0635\u063a\u064a\u0631\u060c \u0641\u0647\u0648 \u0644\u0627 \u064a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u0628\u0637\u0627\u0642\u0629 \u0631\u0633\u0648\u0645\u064a\u0627\u062a.<\/li>\n\n<li>\u0625\u0636\u0627\u0641\u0629 \u0627\u0644\u0623\u062d\u062f\u0627\u062b \u0627\u0644\u0645\u0639\u0631\u0648\u0641\u0629 \u0643\u0627\u0644\u0639\u0631\u0648\u0636 \u0627\u0644\u0645\u062e\u0637\u0637 \u0644\u0647\u0627 \u0648\u0627\u0644\u0625\u062c\u0627\u0632\u0627\u062a \u0627\u0644\u0631\u0633\u0645\u064a\u0629.<\/li>\n\n<li>\u0639\u0631\u0636 \u0646\u0637\u0627\u0642\u0627\u062a \u0627\u0644\u062a\u0648\u0642\u0639 \u0641\u064a \u0644\u0648\u062d\u0629 \u0628\u0633\u064a\u0637\u0629 \u062f\u0627\u062e\u0644 \u0644\u0648\u062d\u0629 \u062a\u062d\u0643\u0645 \u0648\u0648\u0631\u062f\u0628\u0631\u064a\u0633\u060c \u0623\u0648 \u0625\u0631\u0633\u0627\u0644\u0647\u0627 \u0641\u064a \u0628\u0631\u064a\u062f \u0623\u0633\u0628\u0648\u0639\u064a \u0644\u0635\u0627\u062d\u0628 \u0627\u0644\u0645\u062a\u062c\u0631.<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">\u0628\u0639\u062f\u0647\u0627 \u062a\u062a\u062d\u0648\u0644 \u0627\u0644\u062a\u0648\u0642\u0639\u0627\u062a \u0625\u0644\u0649 \u0642\u0631\u0627\u0631\u0627\u062a \u0641\u0639\u0644\u064a\u0629: \u0643\u0645 \u062a\u0637\u0644\u0628 \u0645\u0646 \u0627\u0644\u0645\u062e\u0632\u0648\u0646\u060c \u0648\u0643\u0645 \u0645\u0648\u0639\u062f \u0627\u0633\u062a\u0644\u0627\u0645 \u062a\u062d\u062c\u0632 \u0645\u0639 \u0634\u0631\u0643\u0629 \u0627\u0644\u0634\u062d\u0646\u060c \u0648\u0645\u062a\u0649 \u062a\u0631\u0641\u0639 \u0645\u0648\u0627\u0631\u062f \u0627\u0644\u0627\u0633\u062a\u0636\u0627\u0641\u0629. \u0648\u0625\u0646 \u0643\u0646\u062a \u062a\u0634\u062d\u0646 \u0628\u0627\u0644\u0641\u0639\u0644 \u0639\u0628\u0631 \u0625\u062d\u062f\u0649 \u0634\u0631\u0643\u0627\u062a \u0627\u0644\u0634\u062d\u0646\u060c \u0641\u062f\u0644\u064a\u0644\u0646\u0627 \u0639\u0646 <a href=\"https:\/\/heshamsaad.com\/ar\/woocommerce-courier-plugins-egypt-saudi\/\">\u0625\u0636\u0627\u0641\u0627\u062a \u0634\u0631\u0643\u0627\u062a \u0627\u0644\u0634\u062d\u0646 \u0644\u0648\u0648\u0643\u0648\u0645\u0631\u0633 \u0641\u064a \u0645\u0635\u0631 \u0648\u0627\u0644\u0633\u0639\u0648\u062f\u064a\u0629<\/a> \u064a\u063a\u0637\u064a \u062c\u0627\u0646\u0628 \u0627\u0644\u0634\u062d\u0646 \u0627\u0644\u0630\u064a \u0633\u062a\u062e\u0637\u0637 \u0644\u0647 \u0647\u0630\u0647 \u0627\u0644\u062a\u0648\u0642\u0639\u0627\u062a.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0648\u0625\u0630\u0627 \u0623\u0631\u062f\u062a \u0625\u0636\u0627\u0641\u0629 \u0627\u0644\u062a\u0646\u0628\u0624 \u0625\u0644\u0649 \u0645\u062a\u062c\u0631\u0643\u060c \u0645\u0646 \u062a\u0635\u062f\u064a\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u062d\u062a\u0649 \u0644\u0648\u062d\u0629 \u0627\u0644\u0639\u0631\u0636\u060c \u0641\u064a\u0645\u0643\u0646 \u0644\u0641\u0631\u064a\u0642 <a href=\"https:\/\/heshamsaad.com\/ar\/wordpress-development\/\">\u062a\u0637\u0648\u064a\u0631 \u0648\u0648\u0631\u062f\u0628\u0631\u064a\u0633<\/a> \u0623\u0646 \u064a\u062d\u062f\u062f \u0645\u0639\u0643 \u0646\u0637\u0627\u0642 \u0627\u0644\u0639\u0645\u0644\u060c \u0623\u0648 \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> \u0644\u0646\u0639\u0631\u0641 \u0647\u0644 \u0628\u064a\u0627\u0646\u0627\u062a\u0643 \u062c\u0627\u0647\u0632\u0629 \u0644\u0630\u0644\u0643.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u0623\u0633\u0626\u0644\u0629 \u0634\u0627\u0626\u0639\u0629<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u0647\u0644 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 Timestral \u0645\u062c\u0627\u0646\u064a\u061f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u0623\u0635\u062f\u0631\u062a\u0647 \u0645\u064a\u0633\u062a\u0631\u0627\u0644 \u0628\u062a\u0631\u062e\u064a\u0635 MIT \u0645\u0639\u062f\u0644 \u0645\u0639 \u0645\u0633\u062a\u0648\u062f\u0639 \u0639\u0627\u0645 \u0639\u0644\u0649 GitHub. \u0631\u0627\u062c\u0639 \u0646\u0635 \u0627\u0644\u062a\u0631\u062e\u064a\u0635 \u0647\u0646\u0627\u0643 \u0642\u0628\u0644 \u0623\u064a \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062a\u062c\u0627\u0631\u064a.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0647\u0644 \u0623\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u0628\u0637\u0627\u0642\u0629 \u0631\u0633\u0648\u0645\u064a\u0627\u062a \u0644\u062a\u0634\u063a\u064a\u0644\u0647\u061f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u0644\u0627. \u062a\u0642\u0648\u0644 \u0645\u064a\u0633\u062a\u0631\u0627\u0644 \u0625\u0646\u0647 \u0644\u0627 \u064a\u062d\u062a\u0627\u062c \u0625\u0644\u064a\u0647\u0627\u060c \u0648\u0625\u0646 \u0632\u0645\u0646 \u0627\u0644\u062a\u0648\u0642\u0639 \u0628\u064a\u0646 \u0639\u0634\u0631\u0629 \u0648\u0645\u0626\u0629 \u0648\u0623\u0631\u0628\u0639\u064a\u0646 \u062c\u0632\u0621\u0627 \u0645\u0646 \u0627\u0644\u0623\u0644\u0641 \u0645\u0646 \u0627\u0644\u062b\u0627\u0646\u064a\u0629 \u0639\u0644\u0649 \u0645\u0639\u0627\u0644\u062c \u062e\u0627\u062f\u0645 \u0628\u062b\u0645\u0627\u0646\u064a\u0629 \u0645\u0633\u0627\u0631\u0627\u062a \u062d\u0633\u0628 \u062d\u062c\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0628\u0623\u064a \u062d\u062c\u0645 \u0623\u0628\u062f\u0623\u061f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u062b\u0645\u0627\u0646\u064a\u0629 \u0648\u0627\u0644\u0639\u0634\u0631\u064a\u0646 \u0645\u0644\u064a\u0648\u0646\u0627 \u0628\u062f\u0627\u064a\u0629 \u0645\u0646\u0627\u0633\u0628\u0629\u060c \u0641\u0647\u0648 \u064a\u062a\u0641\u0648\u0642 \u0639\u0644\u0649 Chronos-2 \u0641\u064a \u0645\u0642\u064a\u0627\u0633\u064a\u0646 \u062d\u0633\u0628 \u0645\u064a\u0633\u062a\u0631\u0627\u0644 \u0648\u0623\u0633\u0631\u0639 \u0628\u062e\u0645\u0633 \u0645\u0631\u0627\u062a \u0645\u0646 \u0627\u0644\u0623\u0643\u0628\u0631. \u0627\u0646\u062a\u0642\u0644 \u0625\u0644\u0649 \u062d\u062c\u0645 \u0623\u0643\u0628\u0631 \u0625\u0630\u0627 \u0623\u0638\u0647\u0631\u062a \u062a\u062c\u0627\u0631\u0628\u0643 \u0641\u0631\u0642\u0627 \u062d\u0642\u064a\u0642\u064a\u0627 \u0641\u064a \u0627\u0644\u062f\u0642\u0629.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0647\u0644 \u064a\u0639\u0645\u0644 \u0645\u0628\u0627\u0634\u0631\u0629 \u0645\u0639 \u0648\u0648\u0643\u0648\u0645\u0631\u0633\u061f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u0644\u064a\u0633 \u0645\u0628\u0627\u0634\u0631\u0629. \u064a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u062a\u0643\u0627\u0645\u0644 \u0635\u063a\u064a\u0631 \u064a\u0635\u062f\u0631 \u062a\u0627\u0631\u064a\u062e \u0627\u0644\u0637\u0644\u0628\u0627\u062a \u0648\u064a\u0634\u063a\u0644 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0648\u064a\u0639\u064a\u062f \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0625\u0644\u0649 \u0644\u0648\u062d\u0629 \u0627\u0644\u0639\u0631\u0636.<\/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:\/\/mistral.ai\/news\/timestral\/\" rel=\"noopener\" target=\"_blank\">\u0625\u0639\u0644\u0627\u0646 Timestral\u060c \u0645\u0648\u0642\u0639 \u0645\u064a\u0633\u062a\u0631\u0627\u0644 (15 \u0623\u0643\u062a\u0648\u0628\u0631 2026)<\/a><\/li>\n\n<li><a href=\"https:\/\/github.com\/amazon-science\/chronos-forecasting\" rel=\"noopener\" target=\"_blank\">\u0645\u0633\u062a\u0648\u062f\u0639 Chronos \u0645\u0646 Amazon Science \u0639\u0644\u0649 GitHub<\/a><\/li>\n\n<li><a href=\"https:\/\/github.com\/google-research\/timesfm\" rel=\"noopener\" target=\"_blank\">\u0645\u0633\u062a\u0648\u062f\u0639 TimesFM \u0645\u0646 Google Research \u0639\u0644\u0649 GitHub<\/a><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>\u0646\u0645\u0648\u0630\u062c Timestral \u0645\u0646 \u0645\u064a\u0633\u062a\u0631\u0627\u0644 \u0644\u0644\u062a\u0646\u0628\u0624 \u0628\u0627\u0644\u0633\u0644\u0627\u0633\u0644 \u0627\u0644\u0632\u0645\u0646\u064a\u0629: \u0645\u0627 \u0627\u0644\u062c\u062f\u064a\u062f\u060c \u0648\u0646\u062a\u0627\u0626\u062c \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a\u060c \u0648\u0627\u0644\u0645\u0642\u0627\u0631\u0646\u0629 \u0645\u0639 Chronos-2 \u0648TimesFM\u060c \u0648\u0627\u0644\u0645\u0632\u0627\u064a\u0627 \u0648\u0627\u0644\u0639\u064a\u0648\u0628\u060c \u0648\u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0627\u062a\u0647 \u0644\u0644\u0645\u062a\u0627\u062c\u0631.<\/p>\n","protected":false},"author":1611,"featured_media":13576,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_seopress_titles_title":"\u0646\u0645\u0648\u0630\u062c Timestral \u0645\u0646 \u0645\u064a\u0633\u062a\u0631\u0627\u0644 \u0644\u0644\u062a\u0646\u0628\u0624: \u0634\u0631\u062d \u0648\u0645\u0642\u0627\u0631\u0646\u0629","_seopress_titles_desc":"\u0646\u0645\u0648\u0630\u062c Timestral \u0645\u0646 \u0645\u064a\u0633\u062a\u0631\u0627\u0644 \u0644\u0644\u062a\u0646\u0628\u0624: \u0623\u0631\u0628\u0639\u0629 \u0623\u062d\u062c\u0627\u0645 \u062a\u0639\u0645\u0644 \u0639\u0644\u0649 \u0627\u0644\u0645\u0639\u0627\u0644\u062c \u0627\u0644\u0639\u0627\u062f\u064a\u060c \u0648\u0646\u062a\u0627\u0626\u062c \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a\u060c 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