{"id":29162,"date":"2026-09-11T19:17:47","date_gmt":"2026-09-11T19:17:47","guid":{"rendered":"https:\/\/umang.pk\/2026\/09\/11\/%d9%be%d8%a7%d9%84%d8%a7%d9%86%d9%b9%db%8c%d8%b1-%d9%81%d8%a7%d8%a4%d9%86%da%88%d8%b1%db%8c-%d8%a7%d9%88%d8%b1-cuopt-%d9%84%db%8c%da%88-nvidia-%d8%b3%d9%be%d9%84%d8%a7%d8%a6%db%8c-%da%86%db%8c%d9%86\/"},"modified":"2026-09-11T19:17:48","modified_gmt":"2026-09-11T19:17:48","slug":"%d9%be%d8%a7%d9%84%d8%a7%d9%86%d9%b9%db%8c%d8%b1-%d9%81%d8%a7%d8%a4%d9%86%da%88%d8%b1%db%8c-%d8%a7%d9%88%d8%b1-cuopt-%d9%84%db%8c%da%88-nvidia-%d8%b3%d9%be%d9%84%d8%a7%d8%a6%db%8c-%da%86%db%8c%d9%86","status":"publish","type":"post","link":"https:\/\/umang.pk\/en_us\/2026\/09\/11\/%d9%be%d8%a7%d9%84%d8%a7%d9%86%d9%b9%db%8c%d8%b1-%d9%81%d8%a7%d8%a4%d9%86%da%88%d8%b1%db%8c-%d8%a7%d9%88%d8%b1-cuopt-%d9%84%db%8c%da%88-nvidia-%d8%b3%d9%be%d9%84%d8%a7%d8%a6%db%8c-%da%86%db%8c%d9%86\/","title":{"rendered":"\u067e\u0627\u0644\u0627\u0646\u0679\u06cc\u0631 \u0641\u0627\u0624\u0646\u0688\u0631\u06cc \u0627\u0648\u0631 cuOpt \u0644\u06cc\u0688 NVIDIA \u0633\u067e\u0644\u0627\u0626\u06cc \u0686\u06cc\u0646 \u0627\u06cc\u0644\u0648\u06a9\u06cc\u0634\u0646\u06d4"},"content":{"rendered":"<div>\n<p class=\"wp-block-paragraph\">NVIDIA \u0627\u067e\u0646\u06cc \u0639\u0627\u0644\u0645\u06cc \u0645\u06cc\u0646\u0648\u0641\u06cc\u06a9\u0686\u0631\u0646\u06af \u0633\u0627\u0626\u0679\u0633 \u067e\u0631 \u06c1\u0627\u0631\u0688\u0648\u06cc\u0626\u0631 \u0633\u067e\u0644\u0627\u0626\u06cc \u0686\u06cc\u0646 \u06a9\u06d2 \u0645\u062e\u062a\u0635 \u0641\u06cc\u0635\u0644\u0648\u06ba \u06a9\u0648 \u062e\u0648\u062f\u06a9\u0627\u0631 \u0628\u0646\u0627\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 Palantir Foundry \u0627\u0648\u0631 cuOpt \u06a9\u0627 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631 \u0631\u06c1\u0627 \u06c1\u06d2\u06d4<\/p>\n<p class=\"wp-block-paragraph\">\u06a9\u0645\u067e\u0646\u06cc \u0648\u06cc\u0641\u0631 \u0622\u0624\u0679 \u0633\u06d2 \u067e\u06c1\u0644\u06d2 \u0679\u0648\u06a9\u0646 \u062a\u06a9 \u0622\u067e\u0631\u06cc\u0634\u0646\u0644 \u0688\u06cc\u0644\u06cc\u0648\u0631\u06cc \u06a9\u06cc \u067e\u06cc\u0645\u0627\u0626\u0634 \u06a9\u0631\u062a\u06cc \u06c1\u06d2\u06d4 \u0627\u0633 \u0648\u0646\u0688\u0648 \u06a9\u0648 \u0679\u0627\u0626\u0645 \u0679\u0648 \u0631\u06cc\u06a9 (\u0641\u06cc\u0628 \u0622\u0624\u0679 \u067e\u0679 \u0633\u06d2 \u0627\u0633\u0645\u0628\u0644\u0688 \u0688\u06cc\u0679\u0627 \u0633\u06cc\u0646\u0679\u0631 \u0633\u0633\u0679\u0645 \u06a9\u06cc \u0646\u0642\u0644 \u0648 \u062d\u0631\u06a9\u062a) \u0627\u0648\u0631 \u0679\u0648\u06a9\u0646 \u06a9\u06d2 \u0648\u0642\u062a (\u0628\u0634\u0645\u0648\u0644 \u067e\u0627\u0648\u0631\u060c \u06a9\u0648\u0644\u0646\u06af\u060c \u0646\u06cc\u0679 \u0648\u0631\u06a9\u0646\u06af\u060c \u0627\u0648\u0631 \u067e\u06c1\u0644\u06d2 \u0633\u0627\u0641\u0679 \u0648\u06cc\u0626\u0631 \u06a9\u06cc \u062a\u06cc\u0627\u0631\u06cc) \u0645\u06cc\u06ba \u062a\u0642\u0633\u06cc\u0645 \u06a9\u06cc\u0627 \u06af\u06cc\u0627 \u06c1\u06d2\u06d4<\/p>\n<h3 id=\"h-managing-nvl72-and-vera-rubin-component-flows\" class=\"wp-block-heading\">NVL72 \u0627\u0648\u0631 \u0648\u06cc\u0631\u0627 \u0631\u0648\u0628\u0646 \u062c\u0632\u0648 \u06a9\u06d2 \u0628\u06c1\u0627\u0624 \u06a9\u0627 \u0627\u0646\u062a\u0638\u0627\u0645<\/h3>\n<p class=\"wp-block-paragraph\">\u06c1\u0627\u0631\u0688 \u0648\u06cc\u0626\u0631 \u06a9\u06cc \u062a\u0648\u0633\u06cc\u0639 \u0646\u06d2 \u0633\u067e\u0644\u0627\u0626\u06cc \u06a9\u06cc \u0631\u06a9\u0627\u0648\u0679\u0648\u06ba \u06a9\u0648 \u0628\u0691\u06be\u0627 \u062f\u06cc\u0627 \u06c1\u06d2\u06d4 NVIDIA Grace Blackwell NVL72 \u0631\u06cc\u06a9 \u0645\u06cc\u06ba 18 \u06a9\u0645\u067e\u06cc\u0648\u0679 \u0679\u0631\u06d2 \u0634\u0627\u0645\u0644 \u06c1\u06cc\u06ba\u060c \u06c1\u0631 \u0627\u06cc\u06a9 \u0645\u06cc\u06ba \u062f\u0648 \u06af\u0631\u06cc\u0633 CPUs\u060c \u0686\u0627\u0631 Blackwell GPUs\u060c \u0627\u0648\u0631 \u06c1\u0632\u0627\u0631\u0648\u06ba \u062f\u06a9\u0627\u0646\u062f\u0627\u0631\u0648\u06ba\u060c OEMs\u060c \u0627\u0648\u0631 \u06a9\u0646\u0679\u0631\u06cc\u06a9\u0679 \u0688\u06cc\u0632\u0627\u0626\u0646 \u067e\u0627\u0631\u0679\u0646\u0631\u0632 \u0633\u06d2 32 HBM3e \u0645\u06cc\u0645\u0648\u0631\u06cc \u067e\u06cc\u06a9\u062c\u0632 \u06a9\u06cc \u0636\u0631\u0648\u0631\u062a \u06c1\u0648\u062a\u06cc \u06c1\u06d2\u06d4<\/p>\n<p class=\"wp-block-paragraph\">NVIDIA \u06a9\u06d2 Vera Rubin \u0641\u0646 \u062a\u0639\u0645\u06cc\u0631 \u06a9\u06d2 \u0644\u06cc\u06d2 \u062a\u06cc\u0627\u0631 \u06a9\u0631\u062f\u06c1 \u0622\u0626\u0646\u062f\u06c1 \u0633\u067e\u0644\u0627\u0626\u06cc \u0686\u06cc\u0646 Grace Blackwell \u06a9\u0648 \u0637\u0627\u0642\u062a \u062f\u06cc\u0646\u06d2 \u0648\u0627\u0644\u06d2 \u0646\u06cc\u0679 \u0648\u0631\u06a9 \u0633\u06d2 \u062f\u0648\u06af\u0646\u0627 \u0628\u0691\u0627 \u06c1\u06d2\u06d4<\/p>\n<p class=\"wp-block-paragraph\">\u0627\u0633\u0645\u0628\u0644\u06cc \u0627\u0633 \u0648\u0642\u062a \u062a\u06a9 \u0622\u06af\u06d2 \u0646\u06c1\u06cc\u06ba \u0628\u0691\u06be \u0633\u06a9\u062a\u06cc \u062c\u0628 \u062a\u06a9 \u06a9\u06c1 \u062d\u0635\u06d2 \u062a\u06cc\u0646 \u0646\u0627\u0645\u0632\u062f \u0686\u06cc\u0646\u0644\u0632 \u0633\u06d2 \u0646\u06c1 \u067e\u06c1\u0646\u0686 \u062c\u0627\u0626\u06cc\u06ba: \u0628\u0631\u0627\u06c1 \u0631\u0627\u0633\u062a \u0627\u0646\u0648\u06cc\u0646\u0679\u0631\u06cc\u060c \u06a9\u0646\u0633\u0627\u0626\u0646\u0645\u0646\u0679 \u0627\u0646\u0648\u06cc\u0646\u0679\u0631\u06cc\u060c \u0627\u0648\u0631 \u0628\u06cc\u0631\u0648\u0646\u06cc \u0633\u067e\u0644\u0627\u0626\u0631\u0632\u06d4 \u0642\u0628\u0644 \u0627\u0632 \u0648\u0642\u062a \u062a\u0631\u0633\u06cc\u0644 \u0645\u06cc\u06ba \u062a\u0627\u062e\u06cc\u0631 \u06a9\u06d2 \u0627\u062c\u0632\u0627\u0621 \u06a9\u0627 \u0627\u0646\u062a\u0638\u0627\u0631 \u06a9\u0631\u0646\u06d2 \u06a9\u06cc \u0636\u0631\u0648\u0631\u062a \u06c1\u0648\u062a\u06cc \u06c1\u06d2 \u0627\u0648\u0631 NVIDIA \u06a9\u06d2 \u0645\u0639\u06cc\u0627\u0631\u06cc &#8216;\u0642\u0628\u0636\u06d2 \u06a9\u0627 \u0648\u0642\u062a&#8217; (\u0627\u0633 \u0648\u0642\u062a \u06a9\u06cc \u0645\u062f\u062a \u062c\u0628 \u0633\u06c1\u0648\u0644\u062a \u06a9\u0648 \u0645\u0648\u0627\u062f \u0645\u0648\u0635\u0648\u0644 \u06c1\u0648\u0646\u06d2 \u0633\u06d2 \u0644\u06d2 \u06a9\u0631 \u0645\u06a9\u0645\u0644 \u0630\u06cc\u0644\u06cc \u0627\u0633\u0645\u0628\u0644\u06cc \u06a9\u06d2 \u0631\u0648\u0627\u0646\u06c1 \u06c1\u0648\u0646\u06d2 \u062a\u06a9) \u0645\u06cc\u06ba \u062a\u0648\u0633\u06cc\u0639 \u06c1\u0648\u062a\u06cc \u06c1\u06d2\u06d4<\/p>\n<p class=\"wp-block-paragraph\">\u067e\u0631\u0632\u0648\u06ba \u06a9\u06cc \u062f\u0633\u062a\u06cc\u0627\u0628\u06cc\u060c \u062a\u06be\u0631\u0648 \u067e\u0679 \u06a9\u06cc \u0631\u06a9\u0627\u0648\u0679\u0648\u06ba\u060c \u0627\u0648\u0631 \u06af\u0627\u06c1\u06a9 \u06a9\u06cc \u062a\u06a9\u0645\u06cc\u0644 \u06a9\u06d2 \u0646\u0638\u0627\u0645 \u0627\u0644\u0627\u0648\u0642\u0627\u062a \u06a9\u0648 \u062f\u0648\u0631 \u06a9\u0631\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0641\u06cc\u06a9\u0679\u0631\u06cc \u0645\u062e\u062a\u0635 \u067e\u0631 \u06c1\u0641\u062a\u06c1 \u0648\u0627\u0631 \u062f\u0648 \u0633\u06c1 \u0645\u0627\u06c1\u06cc\u0648\u06ba \u0645\u06cc\u06ba \u062f\u0648\u0628\u0627\u0631\u06c1 \u06a9\u0627\u0645 \u06a9\u06cc\u0627 \u062c\u0627\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<h3 id=\"h-mixed-integer-linear-programming-via-cuopt\" class=\"wp-block-heading\">cuOpt \u06a9\u06d2 \u0633\u0627\u062a\u06be \u0645\u06a9\u0633\u0688 \u0627\u0646\u0679\u06cc\u062c\u0631 \u0644\u06a9\u06cc\u0631\u06cc \u067e\u0631\u0648\u06af\u0631\u0627\u0645\u0646\u06af<\/h3>\n<p class=\"wp-block-paragraph\">\u0627\u0646 \u0627\u0646\u062d\u0635\u0627\u0631\u0648\u06ba \u06a9\u0648 \u0645\u0646\u0638\u0645 \u06a9\u0631\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2\u060c NVIDIA \u0622\u067e\u0631\u06cc\u0634\u0646\u0632 \u0679\u06cc\u0645 \u0646\u06d2 &#8216;\u0688\u06cc\u062c\u06cc\u0679\u0644 \u0633\u067e\u0644\u0627\u0626\u06cc \u0686\u06cc\u0646 \u0627\u0646\u0679\u06cc\u0644\u06cc \u062c\u0646\u0633&#8217; \u06a9\u0645\u0627\u0646\u0688 \u0633\u06cc\u0646\u0679\u0631 \u0628\u0646\u0627\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u067e\u0627\u0644\u0627\u0646\u0679\u06cc\u0631 \u0641\u0627\u0624\u0646\u0688\u0631\u06cc \u06a9\u0627 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u06cc\u0627\u06d4 \u0641\u0627\u0624\u0646\u0688\u0631\u06cc \u06a9\u06d2 \u0622\u0646\u0679\u0648\u0644\u0648\u062c\u06cc \u0645\u0627\u0688\u0644\u0632 \u06a9\u06cc \u0633\u06c1\u0648\u0644\u06cc\u0627\u062a\u060c \u0633\u067e\u0644\u0627\u0626\u0631 \u06a9\u06d2 \u0648\u0639\u062f\u06d2\u060c \u062d\u0635\u0648\u06ba \u06a9\u06cc \u0627\u0646\u0648\u06cc\u0646\u0679\u0631\u06cc\u060c \u0627\u0648\u0631 \u067e\u06cc\u062f\u0627\u0648\u0627\u0631\u06cc \u0627\u06c1\u062f\u0627\u0641 \u0628\u0637\u0648\u0631 \u0628\u0627\u06c1\u0645 \u0645\u0631\u0628\u0648\u0637 \u0627\u0634\u06cc\u0627\u0621 \u0627\u0648\u0631 \u0631\u0648\u0627\u0628\u0637\u06d4<\/p>\n<p class=\"wp-block-paragraph\">NVIDIA cuOpt\u060c GPU- \u0627\u06cc\u06a9\u0633\u0644\u0631\u06cc\u0679\u0688 \u0641\u06cc\u0635\u0644\u06d2 \u06a9\u06cc \u0627\u0635\u0644\u0627\u062d \u06a9\u06d2 \u0644\u06cc\u06d2 \u0627\u06cc\u06a9 \u0627\u0648\u067e\u0646 \u0633\u0648\u0631\u0633 \u0644\u0627\u0626\u0628\u0631\u06cc\u0631\u06cc\u060c \u0627\u0633 \u0622\u067e\u0631\u06cc\u0634\u0646\u0644 \u067e\u0631\u062a \u06a9\u0648 \u0628\u0631\u0627\u06c1 \u0631\u0627\u0633\u062a \u067e\u0691\u06be\u062a\u06cc \u06c1\u06d2\u06d4 \u062d\u0644 \u06a9\u0631\u0646\u06d2 \u0648\u0627\u0644\u0627 TOO \u06a9\u0648 \u06a9\u0645 \u0633\u06d2 \u06a9\u0645 \u06a9\u0631\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0688\u06cc\u0632\u0627\u0626\u0646 \u06a9\u0631\u062f\u06c1 \u0645\u062e\u0644\u0648\u0637 \u0639\u062f\u062f\u06cc \u0644\u06a9\u06cc\u0631\u06cc \u067e\u0631\u0648\u06af\u0631\u0627\u0645 \u06a9\u06d2 \u0637\u0648\u0631 \u067e\u0631 \u062a\u0642\u0633\u06cc\u0645 \u06a9\u0648 \u062a\u0631\u062a\u06cc\u0628 \u062f\u06d2 \u06a9\u0631 BOM \u06a9\u06cc \u062a\u0645\u0627\u0645 \u067e\u0631\u062a\u0648\u06ba \u0645\u06cc\u06ba \u062c\u0632\u0648\u06cc \u0631\u06a9\u0627\u0648\u0679\u0648\u06ba \u06a9\u0627 \u062c\u0627\u0626\u0632\u06c1 \u0644\u06cc\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<p class=\"wp-block-paragraph\">\u06c1\u0641\u062a\u06c1 \u0648\u0627\u0631 \u062a\u0631\u0633\u06cc\u0644 \u06a9\u06d2 \u0646\u0638\u0627\u0645 \u0627\u0644\u0627\u0648\u0642\u0627\u062a \u06a9\u0648 \u0622\u0624\u0679 \u067e\u0679 \u06a9\u0631\u0646\u06d2 \u06a9\u06d2 \u0639\u0644\u0627\u0648\u06c1\u060c cuOpt \u0641\u06cc\u06a9\u0679\u0631\u06cc \u06a9\u06cc \u0641\u0639\u0627\u0644 \u0631\u06a9\u0627\u0648\u0679\u0648\u06ba \u06a9\u06cc \u0646\u0634\u0627\u0646\u062f\u06c1\u06cc \u06a9\u0631\u062a\u0627 \u06c1\u06d2 \u062c\u06cc\u0633\u06d2 \u06a9\u06c1 \u0639\u0644\u0627\u0642\u0627\u0626\u06cc \u0627\u0633\u0645\u0628\u0644\u06cc \u06a9\u06cc \u06af\u0646\u062c\u0627\u0626\u0634 \u06a9\u06cc \u062d\u062f \u0627\u0648\u0631 \u062e\u0627\u0645 \u0645\u06cc\u0645\u0648\u0631\u06cc \u06a9\u06cc \u062f\u0633\u062a\u06cc\u0627\u0628\u06cc\u06d4<\/p>\n<h3 id=\"h-training-nemotron-on-qualitative-operational-records\" class=\"wp-block-heading\">\u06a9\u0648\u0627\u0644\u0679\u06cc\u0679\u0648 \u0622\u067e\u0631\u06cc\u0679\u0646\u06af \u0631\u06cc\u06a9\u0627\u0631\u0688\u0632 \u067e\u0631 \u0646\u06cc\u0645\u0648\u0679\u0631\u0648\u0646 \u06a9\u06cc \u062a\u0631\u0628\u06cc\u062a<\/h3>\n<p class=\"wp-block-paragraph\">\u0627\u06a9\u06cc\u0644\u06d2 \u0631\u06cc\u0627\u0636\u06cc\u0627\u062a\u06cc \u0627\u0635\u0644\u0627\u062d \u0646\u06d2 \u0627\u0646\u0633\u0627\u0646\u06cc \u0645\u0646\u0635\u0648\u0628\u06c1 \u0633\u0627\u0632\u0648\u06ba \u06a9\u06d2 \u0630\u0631\u06cc\u0639\u06d2 \u0645\u0634\u0627\u06c1\u062f\u06c1 \u06a9\u06cc\u06d2 \u06af\u0626\u06d2 \u063a\u06cc\u0631 \u0633\u0627\u062e\u062a\u06c1 \u0622\u067e\u0631\u06cc\u0634\u0646\u0644 \u0645\u062a\u063a\u06cc\u0631\u0627\u062a \u06a9\u0648 \u062d\u0627\u0635\u0644 \u0646\u06c1\u06cc\u06ba \u06a9\u06cc\u0627\u060c \u062c\u06cc\u0633\u06d2 \u0633\u067e\u0644\u0627\u0626\u0631 \u06a9\u0627\u0644 \u0631\u06cc\u06a9\u0627\u0631\u0688\u060c \u0645\u0642\u0627\u0645\u06cc \u0645\u0648\u0633\u0645 \u06a9\u06cc \u067e\u06cc\u0634\u0646 \u06af\u0648\u0626\u06cc\u060c \u067e\u0627\u0631\u0679\u0646\u0631 \u0627\u06cc \u0645\u06cc\u0644 \u0627\u06cc\u06a9\u0633\u0686\u06cc\u0646\u062c\u060c \u0627\u0648\u0631 \u062c\u063a\u0631\u0627\u0641\u06cc\u0627\u0626\u06cc \u0633\u06cc\u0627\u0633\u06cc \u0648\u0627\u0642\u0639\u0627\u062a\u06d4<\/p>\n<p class=\"wp-block-paragraph\">NVIDIA \u0646\u06d2 \u0627\u0633 \u0645\u0633\u0626\u0644\u06d2 \u06a9\u0648 \u067e\u0648\u0633\u0679 \u0679\u0631\u06cc\u0646\u0646\u06af Nemotron 3.5 Lightning \u06a9\u06d2 \u0633\u0627\u062a\u06be \u062d\u0644 \u06a9\u06cc\u0627\u060c \u0627\u06cc\u06a9 \u06a9\u06be\u0644\u0627 \u0645\u0627\u06c1\u0631 \u0645\u0631\u06a9\u0628 \u0645\u0627\u0688\u0644 \u062c\u0633 \u0645\u06cc\u06ba 30 \u0628\u0644\u06cc\u0646 \u06a9\u0644 \u067e\u06cc\u0631\u0627\u0645\u06cc\u0679\u0631\u0632 \u0627\u0648\u0631 \u062a\u0642\u0631\u06cc\u0628\u0627\u064b 3 \u0628\u0644\u06cc\u0646 \u0641\u0639\u0627\u0644 \u067e\u06cc\u0631\u0627\u0645\u06cc\u0679\u0631\u0632 \u0641\u06cc \u0641\u0627\u0631\u0648\u0631\u0688 \u067e\u0627\u0633 \u06c1\u06cc\u06ba\u06d4<\/p>\n<p class=\"wp-block-paragraph\">\u0627\u0646\u062c\u06cc\u0646\u0626\u0631\u0646\u06af \u067e\u0627\u0626\u067e \u0644\u0627\u0626\u0646 \u062d\u0633\u0627\u0633 \u0622\u067e\u0631\u06cc\u0634\u0646\u0644 \u0641\u06cc\u0644\u0688\u0632 \u0645\u06cc\u06ba \u062a\u0631\u0645\u06cc\u0645 \u06a9\u0631\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 NeMo Anonymizer \u06a9\u06d2 \u0630\u0631\u06cc\u0639\u06d2 \u062a\u0627\u0631\u06cc\u062e\u06cc \u0631\u06cc\u06a9\u0627\u0631\u0688\u0632 \u067e\u0631 \u06a9\u0627\u0631\u0631\u0648\u0627\u0626\u06cc \u06a9\u0631\u062a\u06cc \u06c1\u06d2\u060c NeMo Data Designer \u06a9\u06d2 \u0630\u0631\u06cc\u0639\u06d2 \u0645\u0635\u0646\u0648\u0639\u06cc \u0635\u0644\u0627\u062d\u06cc\u062a \u06a9\u06cc \u0628\u0646\u062f\u0634 \u06a9\u06d2 \u0645\u0646\u0638\u0631\u0646\u0627\u0645\u0648\u06ba \u06a9\u06d2 \u0633\u0627\u062a\u06be \u062a\u0631\u0628\u06cc\u062a\u06cc \u0645\u062b\u0627\u0644\u0648\u06ba \u06a9\u0648 \u0645\u062a\u0648\u0627\u0632\u0646 \u06a9\u0631\u062a\u06cc \u06c1\u06d2\u060c \u0627\u0648\u0631 NeMo AutoModel \u06a9\u06d2 \u0630\u0631\u06cc\u0639\u06d2 \u06a9\u0645 \u062f\u0631\u062c\u06d2 \u06a9\u06d2 \u0645\u0648\u0627\u0641\u0642\u062a (LoRA) \u067e\u06cc\u0631\u0627\u0645\u06cc\u0679\u0631\u0632 \u06a9\u0648 \u0644\u0627\u06af\u0648 \u06a9\u0631\u062a\u06d2 \u06c1\u0648\u0626\u06d2 \u0628\u06cc\u0633 \u0645\u0627\u0688\u0644 \u06a9\u06d2 \u0648\u0632\u0646 \u06a9\u0648 \u062f\u0631\u0633\u062a \u06a9\u0631\u062a\u06cc \u06c1\u06d2\u06d4 Palantir Autopilot \u0688\u06cc\u0679\u0627 \u0646\u0633\u0628\u060c \u0645\u0627\u0688\u0644 \u0679\u0631\u06cc\u06a9\u0646\u06af\u060c \u0627\u0648\u0631 \u0633\u0641\u0627\u0631\u0634 \u06a9\u06cc \u062a\u0631\u0633\u06cc\u0644 \u06a9\u0627 \u0627\u0646\u062a\u0638\u0627\u0645 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<h3 id=\"h-production-benchmarks-and-future-reinforcement-learning\" class=\"wp-block-heading\">\u067e\u06cc\u062f\u0627\u0648\u0627\u0631 \u06a9\u06d2 \u0645\u0639\u06cc\u0627\u0631\u0627\u062a \u0627\u0648\u0631 \u0645\u0633\u062a\u0642\u0628\u0644 \u06a9\u06cc \u06a9\u0645\u06a9 \u06a9\u06cc \u062a\u0639\u0644\u06cc\u0645<\/h3>\n<p class=\"wp-block-paragraph\">\u0645\u0627\u0636\u06cc \u06a9\u06cc \u0645\u062e\u062a\u0635 \u062a\u0627\u0631\u06cc\u062e \u06a9\u0627 \u062c\u0627\u0626\u0632\u06c1 \u0644\u06cc\u0646\u06d2 \u06a9\u06d2 \u0628\u0639\u062f\u060c \u0646\u0645\u0648\u0679\u0631\u0648\u0646 3.5 \u0644\u0627\u0626\u0679\u0646\u0646\u06af \u0645\u0627\u0688\u0644 \u0646\u06d2 \u062a\u0631\u0628\u06cc\u062a \u06a9\u06d2 \u0628\u0639\u062f 86.7 \u0641\u06cc\u0635\u062f \u0641\u06cc\u0635\u0644\u06d2 \u06a9\u06cc \u062f\u0631\u0633\u062a\u06af\u06cc \u062d\u0627\u0635\u0644 \u06a9\u06cc\u060c \u0627\u0633 \u06a9\u06d2 \u0645\u0642\u0627\u0628\u0644\u06d2 \u0645\u06cc\u06ba \u0628\u0691\u06d2 \u0646\u06cc\u0645\u0648\u0679\u0631\u0648\u0646 3 \u0627\u0644\u0679\u0631\u0627 \u0645\u0627\u0688\u0644 \u06a9\u06d2 \u0644\u06cc\u06d2 55.5% \u0627\u0648\u0631 \u063a\u06cc\u0631 \u0645\u0646\u062a\u062e\u0628 \u0644\u0627\u0626\u0679\u0646\u0646\u06af \u0628\u06cc\u0633 \u0645\u0627\u0688\u0644 \u06a9\u06d2 \u0644\u06cc\u06d2 17.5% \u062a\u06be\u06cc\u06d4<\/p>\n<p class=\"wp-block-paragraph\">\u062a\u0631\u0628\u06cc\u062a \u06a9\u06d2 \u0628\u0639\u062f\u060c \u0645\u0627\u0688\u0644 \u0646\u06d2 58.6% \u06a9\u06cc \u0645\u062a\u0648\u0627\u0632\u0646 \u062f\u0631\u0633\u062a\u06af\u06cc \u0627\u0648\u0631 57.5% \u06a9\u0627 \u0645\u06cc\u06a9\u0631\u0648 F1 \u0633\u06a9\u0648\u0631 \u062d\u0627\u0635\u0644 \u06a9\u06cc\u0627\u060c \u062c\u0633 \u0646\u06d2 Nemotron 3 Ultra \u06a9\u06cc \u0645\u062a\u0648\u0627\u0632\u0646 \u062f\u0631\u0633\u062a\u06af\u06cc 42% \u0627\u0648\u0631 \u0645\u06cc\u06a9\u0631\u0648 F1 \u0633\u06a9\u0648\u0631 39.5% \u06a9\u0648 \u067e\u06cc\u0686\u06be\u06d2 \u0686\u06be\u0648\u0691 \u062f\u06cc\u0627\u06d4<\/p>\n<figure class=\"wp-block-image aligncenter size-large\"><figcaption><\/figcaption><\/figure>\n<p class=\"wp-block-paragraph\">\u062f\u0648 NVIDIA B200 GPUs \u067e\u0631 \u0686\u0646\u062f \u0645\u0646\u0679\u0648\u06ba \u0645\u06cc\u06ba \u0641\u0627\u0626\u0646 \u0679\u06cc\u0648\u0646\u0646\u06af \u0645\u06a9\u0645\u0644 \u06c1\u0648 \u06af\u0626\u06cc\u06d4 \u0627\u06af\u0631\u0686\u06c1 \u0688\u0648\u0645\u06cc\u0646 \u0641\u0627\u0626\u0646 \u0679\u06cc\u0648\u0646\u0646\u06af \u0646\u06d2 \u0645\u062e\u062a\u0635 \u06a9\u06d2 \u0641\u06cc\u0635\u0644\u0648\u06ba \u0645\u06cc\u06ba \u0628\u06c1\u062a\u0631\u06cc \u0644\u0627\u0626\u06cc \u06c1\u06d2\u060c \u0644\u06cc\u06a9\u0646 \u0645\u0633\u062a\u0642\u0628\u0644 \u0645\u06cc\u06ba \u067e\u06cc\u062f\u0627\u0648\u0627\u0631\u06cc \u062e\u0637\u0631\u0627\u062a \u06a9\u06cc \u067e\u06cc\u0634\u06cc\u0646 \u06af\u0648\u0626\u06cc \u06a9\u0631\u0646\u0627 \u0645\u0634\u06a9\u0644 \u06c1\u06d2\u06d4<\/p>\n<p class=\"wp-block-paragraph\">\u0622\u067e\u0631\u06cc\u0634\u0646\u0644 \u0627\u0646\u062a\u062e\u0627\u0628\u060c \u0645\u0646\u0635\u0648\u0628\u06c1 \u0633\u0627\u0632 \u067e\u0631 \u0646\u0638\u0631\u062b\u0627\u0646\u06cc\u060c \u0627\u0648\u0648\u0631 \u0631\u0627\u0626\u06cc\u0688\u0632\u060c \u0627\u0648\u0631 \u0645\u0634\u0627\u06c1\u062f\u06c1 \u0634\u062f\u06c1 \u067e\u0644\u0627\u0646\u0679 \u0622\u0624\u0679 \u067e\u0679\u0633 \u06a9\u0648 \u0645\u0633\u0644\u0633\u0644 \u067e\u0644\u0646\u0679\u06cc\u0631 \u0622\u0646\u0679\u0648\u0644\u0648\u062c\u06cc \u0645\u06cc\u06ba \u0644\u06a9\u06be\u0627 \u062c\u0627\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<p class=\"wp-block-paragraph\">NVIDIA \u0646\u06d2 \u062a\u0635\u062f\u06cc\u0642 \u06a9\u06cc \u06c1\u06d2 \u06a9\u06c1 \u06cc\u06c1 \u0688\u06cc\u0679\u0627\u0633\u06cc\u0679 \u06a9\u0645\u06a9 \u0633\u06cc\u06a9\u06be\u0646\u06d2 \u06a9\u06d2 \u0645\u0639\u0645\u0648\u0644\u0627\u062a \u06a9\u06d2 \u0644\u06cc\u06d2 \u062a\u0631\u062c\u06cc\u062d\u06cc \u062c\u0648\u0691\u06d2 \u0628\u0646\u0627\u0626\u06d2 \u06af\u0627 (\u0627\u0633\u0627\u0626\u0646\u0645\u0646\u0679 \u06a9\u06cc \u062f\u0631\u0633\u062a\u06af\u06cc\u060c \u067e\u0627\u0644\u06cc\u0633\u06cc \u06a9\u06cc \u062a\u0639\u0645\u06cc\u0644\u060c \u0627\u0648\u0631 \u0634\u0648\u0627\u06c1\u062f \u06a9\u06cc \u0628\u0646\u06cc\u0627\u062f \u067e\u0631 \u0627\u0633\u06a9\u0648\u0631\u0646\u06af \u06a9\u06cc \u0633\u0641\u0627\u0631\u0634\u0627\u062a)\u060c \u062c\u0628\u06a9\u06c1 \u067e\u0631\u0648\u0688\u06a9\u0634\u0646 \u0645\u0627\u0688\u0644 \u062d\u0642\u06cc\u0642\u06cc \u0648\u0642\u062a \u0627\u0648\u0631 \u063a\u06cc\u0631 \u0645\u0627\u0646\u06cc\u0679\u0631 \u0634\u062f\u06c1 \u062f\u0648\u0628\u0627\u0631\u06c1 \u062a\u0631\u0628\u06cc\u062a \u0633\u06d2 \u0633\u062e\u062a\u06cc \u0633\u06d2 \u0627\u0644\u06af \u062a\u06be\u0644\u06af \u0631\u06c1\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4<\/p>\n<p class=\"wp-block-paragraph\"><strong>\u062d\u0648\u0627\u0644\u06c1:<\/strong> <strong>\u0633\u067e\u0644\u0627\u0626\u06cc \u0686\u06cc\u0646\u0632 \u062a\u06cc\u0632\u06cc \u0633\u06d2 \u0645\u062d\u0633\u0648\u0633 \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba\u060c \u0622\u06c1\u0633\u062a\u06c1 \u06a9\u0627\u0645 \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba: AI \u0627\u06cc\u062c\u0646\u0679 \u0627\u0633\u06d2 \u06a9\u06cc\u0633\u06d2 \u062d\u0644 \u06a9\u0631 \u0633\u06a9\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4<\/strong><\/p>\n<figure class=\"wp-block-image aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"728\" height=\"90\" src=\"https:\/\/umang.pk\/wp-content\/uploads\/2026\/09\/1788721665_156_NVIDIA-\u0646\u06d2-1293-\u0628\u0644\u06cc\u0646-\u0645\u06cc\u06ba-Hugging-Face-\u062d\u0627\u0635\u0644-\u06a9\u06cc\u0627\u06d4.png\" alt=\"AI \u0627\u0648\u0631 \u0628\u06af \u0688\u06cc\u0679\u0627 \u0627\u06cc\u06a9\u0633\u067e\u0648 \u0627\u06cc\u0648\u0646\u0679 \u0633\u06cc\u0631\u06cc\u0632 \u06a9\u0627 \u0628\u06cc\u0646\u0631\u06d4\" class=\"wp-image-109137\" style=\"width:800px;height:auto\" title=\"\"><figcaption><\/figcaption><\/figure>\n<p class=\"wp-block-paragraph\"><strong>\u0635\u0646\u0639\u062a \u06a9\u06d2 \u0631\u06c1\u0646\u0645\u0627\u0624\u06ba \u0633\u06d2 AI \u0627\u0648\u0631 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[&hellip;]<\/p>\n","protected":false},"author":6,"featured_media":29163,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center 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