{"id":27860,"date":"2026-08-17T18:26:38","date_gmt":"2026-08-17T18:26:38","guid":{"rendered":"https:\/\/umang.pk\/2026\/08\/17\/meta-muse-glimmer-%d9%85%d9%82%d8%a7%d9%85%db%8c-ai-%d8%a7%db%8c%d8%ac%d9%86%d9%b9%d9%88%da%ba-%da%a9%d9%88-%d8%b5%d8%a7%d8%b1%d9%81%db%8c%d9%86-%da%a9%db%92-gpus-%d9%85%db%8c%da%ba-%d9%84%d8%a7%d8%aa\/"},"modified":"2026-08-17T18:26:39","modified_gmt":"2026-08-17T18:26:39","slug":"meta-muse-glimmer-%d9%85%d9%82%d8%a7%d9%85%db%8c-ai-%d8%a7%db%8c%d8%ac%d9%86%d9%b9%d9%88%da%ba-%da%a9%d9%88-%d8%b5%d8%a7%d8%b1%d9%81%db%8c%d9%86-%da%a9%db%92-gpus-%d9%85%db%8c%da%ba-%d9%84%d8%a7%d8%aa","status":"publish","type":"post","link":"https:\/\/umang.pk\/ur\/2026\/08\/17\/meta-muse-glimmer-%d9%85%d9%82%d8%a7%d9%85%db%8c-ai-%d8%a7%db%8c%d8%ac%d9%86%d9%b9%d9%88%da%ba-%da%a9%d9%88-%d8%b5%d8%a7%d8%b1%d9%81%db%8c%d9%86-%da%a9%db%92-gpus-%d9%85%db%8c%da%ba-%d9%84%d8%a7%d8%aa\/","title":{"rendered":"Meta Muse Glimmer \u0645\u0642\u0627\u0645\u06cc AI \u0627\u06cc\u062c\u0646\u0679\u0648\u06ba \u06a9\u0648 \u0635\u0627\u0631\u0641\u06cc\u0646 \u06a9\u06d2 GPUs \u0645\u06cc\u06ba \u0644\u0627\u062a\u0627 \u06c1\u06d2\u06d4"},"content":{"rendered":"\n
\n

Meta \u0645\u0642\u0627\u0645\u06cc AI \u0627\u06cc\u062c\u0646\u0679\u0633 \u06a9\u06d2 \u0644\u06cc\u06d2 Apache 2.0 \u0644\u0627\u0626\u0633\u0646\u0633 \u06a9\u06d2 \u062a\u062d\u062a Muse Glimmer \u062c\u0627\u0631\u06cc \u06a9\u0631\u062a\u0627 \u06c1\u06d2 \u062c\u0648 \u0635\u0627\u0631\u0641 GPUs \u067e\u0631 \u0686\u0644 \u0633\u06a9\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n

\u06a9\u0645\u067e\u0646\u06cc \u06a9\u06cc \u0633\u067e\u0631 \u0627\u0646\u0679\u06cc\u0644\u06cc \u062c\u0646\u0633 \u0644\u06cc\u0628\u0632 \u0646\u06d2 \u06c1\u06cc\u06af\u0646\u06af \u0641\u06cc\u0633 \u0645\u06cc\u06ba \u0627\u067e\u0646\u06d2 30 \u0628\u0644\u06cc\u0646 \u067e\u06cc\u0631\u0627\u0645\u06cc\u0679\u0631 \u0645\u0627\u0688\u0644 \u06a9\u06d2 \u0648\u0632\u0646 \u06a9\u0627 \u0627\u0646\u06a9\u0634\u0627\u0641 \u06a9\u06cc\u0627 \u06c1\u06d2\u06d4 \u0645\u06cc\u0679\u0627 \u06a9\u0627 \u06a9\u06c1\u0646\u0627 \u06c1\u06d2 \u06a9\u06c1 \u0688\u0648\u06cc\u0644\u067e\u0631\u0632 \u0627\u0633\u06d2 \u0645\u0642\u0627\u0645\u06cc \u06a9\u0648\u0688\u0646\u06af\u060c \u0641\u0646\u06a9\u0634\u0646 \u06a9\u0627\u0644\u0632\u060c \u0645\u0642\u0627\u0645\u06cc \u0627\u06cc\u062c\u0646\u0679\u0648\u06ba\u060c \u0627\u0648\u0631 \u0627\u06cc\u0644 \u0627\u06cc\u0644 \u0627\u06cc\u0645 \u062c\u062c \u06a9\u06cc \u062a\u0634\u062e\u06cc\u0635 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631 \u0633\u06a9\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4<\/p>\n

\u06cc\u06c1 \u0631\u06cc\u0644\u06cc\u0632 AI \u0679\u06cc\u0645\u0648\u06ba \u06a9\u0648 \u062f\u0631\u067e\u06cc\u0634 \u0622\u067e\u0631\u06cc\u0634\u0646\u0644 \u0631\u06a9\u0627\u0648\u0679\u0648\u06ba \u06a9\u0648 \u0646\u0634\u0627\u0646\u06c1 \u0628\u0646\u0627\u062a\u06cc \u06c1\u06d2\u06d4 \u0627\u0633 \u06a9\u0627 \u0645\u0637\u0644\u0628 \u06c1\u06d2 \u06a9\u06c1 \u06a9\u0644\u0627\u0624\u0688 \u06c1\u0648\u0633\u0679\u0646\u06af \u0645\u0627\u0688\u0644 \u06a9\u0648 \u0646\u06cc\u0679 \u0648\u0631\u06a9 \u062a\u06a9 \u0631\u0633\u0627\u0626\u06cc \u0627\u0648\u0631 \u0645\u0631\u06a9\u0632\u06cc \u0627\u0646\u0641\u0631\u0627\u0633\u0679\u0631\u06a9\u0686\u0631 \u06a9\u06cc \u0636\u0631\u0648\u0631\u062a \u06c1\u0648\u062a\u06cc \u06c1\u06d2\u06d4 \u0627\u0633 \u06a9\u06d2 \u0628\u062c\u0627\u0626\u06d2\u060c Meta Muse Glimmer \u06a9\u0648 \u06a9\u0627\u0645 \u06a9\u06d2 \u0628\u0648\u062c\u06be \u06a9\u06d2 \u0644\u06cc\u06d2 \u0645\u062a\u0639\u0627\u0631\u0641 \u06a9\u0631\u0627\u062a\u0627 \u06c1\u06d2 \u062c\u0633 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0627\u06cc\u06a9 \u0622\u0646 \u0688\u06cc\u0648\u0627\u0626\u0633 \u0645\u0627\u0688\u0644 \u06a9\u06cc \u0636\u0631\u0648\u0631\u062a \u06c1\u0648\u062a\u06cc \u06c1\u06d2\u060c \u0628\u0634\u0645\u0648\u0644 \u06a9\u06cc\u0644\u0646\u0688\u0631\u0632\u060c \u067e\u06cc\u063a\u0627\u0645\u0627\u062a\u060c \u0641\u0627\u0626\u0644\u0648\u06ba \u0627\u0648\u0631 \u062f\u06cc\u06af\u0631 \u0630\u0627\u062a\u06cc \u0633\u06cc\u0627\u0642 \u0648 \u0633\u0628\u0627\u0642 \u062a\u06a9 \u0631\u0633\u0627\u0626\u06cc \u0648\u0627\u0644\u0627 \u0630\u0627\u062a\u06cc \u0627\u06cc\u062c\u0646\u0679\u06d4<\/p>\n

Meta Muse Glimmer \u0627\u06cc\u06a9 \u0633\u06d2 \u0632\u06cc\u0627\u062f\u06c1 \u0627\u06cc\u062c\u0646\u0679\u0648\u06ba \u06a9\u06d2 \u06a9\u0627\u0645 \u06a9\u06d2 \u0628\u0648\u062c\u06be \u06a9\u06d2 \u0628\u06cc\u0646\u0686 \u0645\u0627\u0631\u06a9\u0633 \u06a9\u06cc \u0642\u06cc\u0627\u062f\u062a \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4<\/h3>\n

\u0645\u06cc\u0679\u0627 \u06a9\u06d2 \u0628\u06cc\u0646\u0686 \u0645\u0627\u0631\u06a9 \u0679\u06cc\u0633\u0679\u0648\u06ba \u0645\u06cc\u06ba\u060c Muse Glimmer Gemma4-31B \u0627\u0648\u0631 Qwen3.6-27B \u0633\u06d2 \u0622\u0679\u06be \u0645\u06cc\u06ba \u0633\u06d2 \u067e\u0627\u0646\u0686 \u0639\u0627\u0645 \u0627\u06cc\u062c\u0646\u0679 \u0628\u06cc\u0646\u0686 \u0645\u0627\u0631\u06a9\u0633 \u0645\u06cc\u06ba \u0622\u06af\u06d2 \u062a\u06be\u0627\u06d4 \u0627\u0633 \u0645\u0627\u0688\u0644 \u0646\u06d2 MCP Atlas \u067e\u0631 75.5 \u06a9\u0627 \u0627\u0633\u06a9\u0648\u0631 \u062d\u0627\u0635\u0644 \u06a9\u06cc\u0627\u06d4 Gemma4-31B \u0646\u06d2 54.2 \u0631\u06cc\u06a9\u0627\u0631\u0688 \u06a9\u06cc\u0627\u060c \u0627\u0648\u0631 Qwen3.6-27B \u0646\u06d2 62.5 \u0631\u06cc\u06a9\u0627\u0631\u0688 \u06a9\u06cc\u0627\u06d4<\/p>\n

\u0688\u06cc\u067e \u0633\u0631\u0686 QA \u0627\u0633\u06cc \u0637\u0631\u062d \u06a9\u06d2 \u067e\u06cc\u0679\u0631\u0646 \u06a9\u06cc \u067e\u06cc\u0631\u0648\u06cc \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4 Meta Muse Glimmer \u06a9\u06d2 \u0644\u06cc\u06d2 74.6\u060c Gemma4-31B \u06a9\u06d2 \u0644\u06cc\u06d2 61.7\u060c \u0627\u0648\u0631 Qwen3.6-27B \u06a9\u06d2 \u0644\u06cc\u06d2 71.1 \u06a9\u06d2 \u0627\u0633\u06a9\u0648\u0631 \u06a9\u06cc \u0627\u0637\u0644\u0627\u0639 \u062f\u06cc\u062a\u0627 \u06c1\u06d2\u06d4 \u067e\u06cc\u0634 \u06a9\u0631\u062f\u06c1 \u067e\u0631\u06cc\u0632\u0646\u0679\u06cc\u0634\u0646 \u062f\u0648\u0646\u0648\u06ba \u0628\u06cc\u0646\u0686 \u0645\u0627\u0631\u06a9\u0633 \u06a9\u06cc \u0634\u0646\u0627\u062e\u062a \u0627\u06cc\u062c\u0646\u0679 \u06a9\u06cc \u0633\u06c1\u0627\u0631\u0648\u06ba \u06a9\u06d2 \u0627\u0646\u062f\u0631 \u06a9\u0627\u0645 \u06a9\u0631\u0646\u06d2 \u06a9\u06cc \u0635\u0644\u0627\u062d\u06cc\u062a \u06a9\u06d2 \u0679\u06cc\u0633\u0679 \u06a9\u06d2 \u0637\u0648\u0631 \u067e\u0631 \u06a9\u0631\u062a\u06cc \u06c1\u06d2 \u0627\u0648\u0631 \u0645\u062a\u0639\u062f\u062f \u0628\u0627\u0631 \u06a9\u06cc \u062f\u0631\u062e\u0648\u0627\u0633\u062a\u0648\u06ba \u06a9\u0648 \u0645\u06a9\u0645\u0644 \u06a9\u0631\u062a\u06cc \u06c1\u06d2\u06d4<\/p>\n

\u0627\u0633 \u0645\u0627\u0688\u0644 \u0646\u06d2 \u03c4\u00b2-\u0628\u06cc\u0646\u06a9\u0646\u06af \u0645\u06cc\u06ba 23.5 \u06a9\u0627 \u0627\u0633\u06a9\u0648\u0631 \u062d\u0627\u0635\u0644 \u06a9\u06cc\u0627\u06d4 Gemma4-31B \u0646\u06d2 15.1 \u0627\u0633\u06a9\u0648\u0631 \u06a9\u06cc\u0627\u06d4 Qwen3.6-27B 16.7 \u062a\u06a9 \u067e\u06c1\u0646\u0686 \u06af\u06cc\u0627\u06d4<\/p>\n

Muse Glimmer \u0646\u06d2 WildClawBench \u067e\u0631 \u0628\u06be\u06cc Gemma4-31B \u06a9\u06d2 37.6 \u0627\u0648\u0631 Qwen3.6-27B \u06a9\u06d2 43.2 \u0633\u06d2 \u0622\u06af\u06d2 47.6 \u0627\u0633\u06a9\u0648\u0631 \u06a9\u06cc\u0627\u06d4 GAIA2 \u06a9\u06d2 \u0646\u062a\u0627\u0626\u062c \u0628\u0627\u0644\u062a\u0631\u062a\u06cc\u0628 36.4 \u0627\u0648\u0631 40.0 \u06a9\u06d2 \u0645\u0642\u0627\u0628\u0644\u06d2 43.3 \u062a\u06a9 \u067e\u06c1\u0646\u0686 \u06af\u0626\u06d2\u06d4<\/p>\n

\u062f\u06cc\u06af\u0631 \u0627\u06cc\u062c\u0646\u0679 \u06a9\u06d2 \u0627\u0633\u06a9\u0648\u0631 Qwen3.6-27B \u06a9\u06d2 \u062d\u0642 \u0645\u06cc\u06ba \u06c1\u06cc\u06ba\u06d4 \u0645\u06cc\u0679\u0627 \u06a9\u0627 \u0679\u06cc\u0628\u0644 GDPval-AA \u0645\u06cc\u06ba \u0645\u0627\u0688\u0644\u0632 \u06a9\u0648 1,141 \u062f\u06cc\u062a\u0627 \u06c1\u06d2\u060c \u062c\u0628\u06a9\u06c1 Muse Glimmer \u0645\u06cc\u06ba 953 \u0627\u0648\u0631 Gemma4-31B \u0645\u06cc\u06ba 811 \u06a9\u06d2 \u0645\u0642\u0627\u0628\u0644\u06d2\u06d4 Qwen3.6-27B \u0646\u06d2 46.6 \u067e\u0631 \u0633\u06a9\u0644\u0632 \u06a9\u06d2 \u0633\u0627\u062a\u06be SkillsBench \u06a9\u06cc \u0642\u06cc\u0627\u062f\u062a \u06a9\u06cc\u060c \u062c\u0628\u06a9\u06c1 Muse Glimmer \u0646\u06d2 44.3 \u0627\u0633\u06a9\u0648\u0631 \u06a9\u06cc\u0627\u06d4<\/p>\n

OSWorld-Verified \u06a9\u06d2 \u067e\u0627\u0633 \u0627\u0633 \u06af\u0631\u0648\u067e \u0645\u06cc\u06ba \u0633\u0628 \u0633\u06d2 \u0628\u0691\u0627 \u062e\u0644\u0627 \u062a\u06be\u0627\u06d4 \u0645\u06cc\u0679\u0627 Qwen3.6-27B \u06a9\u06d2 \u0644\u06cc\u06d2 75.6 \u0631\u067e\u0648\u0631\u0679 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4 Muse Glimmer \u0646\u06d2 65.9 \u067e\u0648\u0627\u0626\u0646\u0679\u0633 \u0627\u0648\u0631 Gemma4-31B \u0646\u06d2 58.5 \u067e\u0648\u0627\u0626\u0646\u0679\u0633 \u0627\u0633\u06a9\u0648\u0631 \u06a9\u0626\u06d2\u06d4<\/p>\n

\u06cc\u06c1 \u0679\u06cc\u0633\u0679 \u0645\u062d\u062f\u0648\u062f \u06a9\u0627\u0645\u0648\u06ba \u06a9\u06cc \u067e\u06cc\u0645\u0627\u0626\u0634 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4 \u06cc\u06c1 \u0646\u06c1\u06cc\u06ba \u062f\u06a9\u06be\u0627\u062a\u0627 \u06c1\u06d2 \u06a9\u06c1 \u0645\u0642\u0627\u0645\u06cc \u0627\u06cc\u062c\u0646\u0679 \u06a9\u0633 \u0637\u0631\u062d \u06a9\u0627\u0645 \u06a9\u0631\u062a\u0627 \u06c1\u06d2 \u062c\u0628 \u06a9\u0633\u06cc \u062a\u0646\u0638\u06cc\u0645 \u0646\u06d2 \u0627\u0633\u06d2 \u0627\u067e\u0646\u06cc \u0641\u0627\u0626\u0644\u0648\u06ba\u060c \u06a9\u06cc\u0644\u0646\u0688\u0631\u060c \u067e\u06cc\u063a\u0627\u0645 \u0631\u0633\u0627\u0646\u06cc \u06a9\u06d2 \u0646\u0638\u0627\u0645\u060c \u06cc\u0627 \u0627\u0646\u062f\u0631\u0648\u0646\u06cc \u0679\u0648\u0644\u0632 \u0633\u06d2 \u062c\u0648\u0691 \u062f\u06cc\u0627 \u06c1\u06d2\u06d4<\/p>\n

Muse Glimmer \u0627\u0648\u0631 Qwen \u06a9\u06d2 \u062f\u0631\u0645\u06cc\u0627\u0646 \u062a\u0642\u0633\u06cc\u0645 \u06a9\u0648\u0688\u0646\u06af \u06a9\u06d2 \u0646\u062a\u0627\u0626\u062c<\/h3>\n

Muse Glimmer \u06a9\u06d2 \u06a9\u0648\u0688\u0646\u06af \u06a9\u06d2 \u0646\u062a\u0627\u0626\u062c \u0627\u06cc\u06a9 \u062a\u0646\u06af \u0645\u0648\u0627\u0632\u0646\u06c1 \u06a9\u0648 \u0638\u0627\u06c1\u0631 \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4 \u0645\u0627\u0688\u0644 SWE-Bench Pro \u0645\u06cc\u06ba 51.2 \u06a9\u06d2 \u0627\u0633\u06a9\u0648\u0631 \u06a9\u06d2 \u0633\u0627\u062a\u06be \u067e\u06c1\u0644\u06d2 \u0646\u0645\u0628\u0631 \u067e\u0631 \u06c1\u06d2\u06d4 \u0645\u06cc\u0679\u0627 Gemma4-31B \u06a9\u06d2 \u0644\u06cc\u06d2 36.9 \u0627\u0648\u0631 Qwen3.6-27B \u06a9\u06d2 \u0644\u06cc\u06d2 50.2 \u0631\u067e\u0648\u0631\u0679 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n

SciCode \u06a9\u06d2 \u0642\u0631\u06cc\u0628\u06cc \u0646\u062a\u0627\u0626\u062c \u0645\u0644\u06d2\u06d4 Muse Glimmer \u0646\u06d2 43.6 \u067e\u0648\u0627\u0626\u0646\u0679\u0633 \u0627\u0633\u06a9\u0648\u0631 \u06a9\u06cc\u06d2\u060c \u062c\u0648 Gemma4-31B (43.4 \u067e\u0648\u0627\u0626\u0646\u0679\u0633) \u0633\u06d2 \u062a\u06be\u0648\u0691\u0627 \u0632\u06cc\u0627\u062f\u06c1 \u06c1\u06d2\u06d4 Qwen3.6-27B \u0646\u06d2 39.8 \u0627\u0633\u06a9\u0648\u0631 \u06a9\u06cc\u0627\u06d4<\/p>\n

Qwen3.6-27B \u0646\u06d2 \u06a9\u0648\u0688\u0646\u06af \u06a9\u06d2 \u062f\u0648 \u0645\u062e\u062a\u0644\u0641 \u062c\u0627\u0626\u0632\u0648\u06ba \u06a9\u06cc \u0642\u06cc\u0627\u062f\u062a \u06a9\u06cc\u06d4 \u0627\u0633 \u0646\u06d2 Muse Glimmer \u06a9\u06d2 76.0 \u06a9\u06d2 \u0645\u0642\u0627\u0628\u0644\u06d2 SWE-Bench Verified \u067e\u0631 77.2 \u0627\u0633\u06a9\u0648\u0631 \u06a9\u06cc\u0627\u06d4 TerminalBench 2.1 \u0646\u06d2 Qwen3.6-27B \u06a9\u0648 60.7 \u06a9\u0627 \u0633\u06a9\u0648\u0631 \u062f\u06cc\u0627\u06d4 Muse Glimmer \u0646\u06d2 51.7 \u0627\u0648\u0631 Gemma4-31B \u0646\u06d2 43.4 \u0633\u06a9\u0648\u0631 \u06a9\u06cc\u0627\u06d4<\/p>\n

\u0645\u0642\u0627\u0645\u06cc \u06a9\u0648\u0688\u0646\u06af \u0627\u06cc\u062c\u0646\u0679 \u0635\u0631\u0641 \u06a9\u0648\u0688 \u0628\u0646\u0627\u0646\u06d2 \u0633\u06d2 \u0632\u06cc\u0627\u062f\u06c1 \u06a9\u0627\u0645 \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4 \u0622\u067e \u06a9\u0648 \u0627\u06cc\u06a9 \u0627\u0633\u06a9\u0627\u0641\u0648\u0644\u0688 \u06a9\u06cc \u0636\u0631\u0648\u0631\u062a \u06c1\u06d2 \u062c\u0648 \u0627\u0633 \u0628\u0627\u062a \u06a9\u0627 \u062a\u0639\u06cc\u0646 \u06a9\u0631\u06d2 \u06a9\u06c1 \u06a9\u0648\u0646 \u0633\u06d2 \u0630\u062e\u06cc\u0631\u06d2\u060c \u0679\u0631\u0645\u06cc\u0646\u0644\u0632\u060c \u0679\u06cc\u0633\u0679 \u06a9\u06d2 \u0645\u0627\u062d\u0648\u0644\u060c \u0627\u0648\u0631 \u0622\u067e \u06a9\u0627 \u0645\u0627\u0688\u0644 \u06a9\u0633 \u06a9\u0645\u0627\u0646\u0688 \u062a\u06a9 \u0631\u0633\u0627\u0626\u06cc \u062d\u0627\u0635\u0644 \u06a9\u0631 \u0633\u06a9\u062a\u0627 \u06c1\u06d2\u06d4 Meta \u06a9\u0627 \u06a9\u06c1\u0646\u0627 \u06c1\u06d2 \u06a9\u06c1 Muse Glimmer OpenClaw \u0627\u0648\u0631 \u062f\u06cc\u06af\u0631 \u0627\u06cc\u062c\u0646\u0679 \u0622\u0631\u06a9\u06cc\u0633\u0679\u0631\u06cc\u0634\u0646 \u067e\u06cc\u0679\u0631\u0646 \u06a9\u06cc \u062d\u0645\u0627\u06cc\u062a \u06a9\u0631\u062a\u0627 \u06c1\u06d2 \u0627\u0648\u0631 \u0688\u0648\u06cc\u0644\u067e\u0631 \u06a9\u06cc \u062f\u0633\u062a\u0627\u0648\u06cc\u0632\u0627\u062a \u0645\u06cc\u06ba \u0634\u0627\u0645\u0644 \u0627\u067e\u0646\u06cc \u0645\u0631\u0636\u06cc \u06a9\u06d2 \u0645\u0637\u0627\u0628\u0642 \u0627\u0633\u06a9\u0627\u0641\u0648\u0644\u0688 \u06a9\u0627 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n

\u0633\u0627\u0641\u0679 \u0648\u06cc\u0626\u0631 \u0622\u067e\u0631\u06cc\u0634\u0646\u0644 \u0645\u0627\u0688\u0644\u0632 \u06a9\u0627 \u062c\u0627\u0626\u0632\u06c1 \u0644\u06cc\u0646\u06d2 \u0648\u0627\u0644\u06cc \u062a\u0646\u0638\u06cc\u0645\u0648\u06ba \u06a9\u0648 \u0627\u0646 \u06a9\u0645\u0627\u0646\u0688\u0632 \u0627\u0648\u0631 \u0631\u06cc\u067e\u0648\u0632\u0679\u0631\u06cc\u0632 \u06a9\u06cc \u0648\u0636\u0627\u062d\u062a \u06a9\u0631\u0646\u06cc \u0686\u0627\u06c1\u06cc\u06d2 \u062c\u0646\u06c1\u06cc\u06ba \u0627\u06cc\u062c\u0646\u0679 \u0622\u067e\u0631\u06cc\u0634\u0646\u0644 \u06a9\u0627\u0645\u06cc\u0627\u0628\u06cc \u06a9\u06cc \u067e\u06cc\u0645\u0627\u0626\u0634 \u06a9\u0631\u0646\u06d2 \u0633\u06d2 \u067e\u06c1\u0644\u06d2 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631 \u0633\u06a9\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4 \u0641\u0631\u0627\u06c1\u0645 \u06a9\u0631\u062f\u06c1 \u0645\u0648\u0627\u062f \u0646\u0627\u06a9\u0627\u0645 \u0679\u0648\u0644 \u06a9\u0627\u0644\u0632 \u06a9\u06d2 \u0644\u06cc\u06d2 \u062f\u0648\u0628\u0627\u0631\u06c1 \u06a9\u0648\u0634\u0634 \u06a9\u06cc \u062a\u0631\u0628\u06cc\u062a \u06a9\u06cc \u0648\u0636\u0627\u062d\u062a \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4 \u0627\u0633 \u0631\u0648\u06cc\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0628\u0627\u0631 \u0628\u0627\u0631 \u06a9\u0648\u0634\u0634\u0648\u06ba \u067e\u0631 \u06a9\u0646\u0679\u0631\u0648\u0644 \u06a9\u06cc \u0636\u0631\u0648\u0631\u062a \u06c1\u0648\u062a\u06cc \u06c1\u06d2\u060c \u062e\u0627\u0635 \u0637\u0648\u0631 \u067e\u0631 \u062c\u0628 \u0679\u0648\u0644 \u0633\u0648\u0631\u0633 \u06a9\u0648\u0688 \u06a9\u0648 \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0631 \u0633\u06a9\u062a\u0627 \u06c1\u06d2 \u06cc\u0627 \u0628\u06cc\u0631\u0648\u0646\u06cc \u0633\u0633\u0679\u0645\u0632 \u06a9\u0648 \u06a9\u0627\u0644 \u06a9\u0631 \u0633\u06a9\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n

\u0645\u0644\u0679\u06cc \u0645\u0648\u0688\u0644 \u0627\u0633\u06a9\u0648\u0631 \u0632\u06cc\u0627\u062f\u06c1 \u062a\u0631 \u0679\u06cc\u0633\u0679\u0648\u06ba \u06a9\u06d2 \u0644\u06cc\u06d2 \u06a9\u06cc\u0648\u06cc\u0646 \u06a9\u06d2 \u062d\u0642 \u0645\u06cc\u06ba \u06c1\u06cc\u06ba\u06d4<\/h3>\n

Muse Glimmer \u0627\u06cc\u06a9 \u0648\u0642\u0641 \u0634\u062f\u06c1 \u0634\u0646\u0627\u062e\u062a\u06cc \u0627\u0646\u06a9\u0648\u0688\u0631 \u06a9\u06d2 \u0630\u0631\u06cc\u0639\u06d2 \u0627\u0646\u0679\u0631\u0644\u06cc\u0648\u0688 \u0679\u06cc\u06a9\u0633\u0679 \u0627\u0648\u0631 \u062a\u0635\u0627\u0648\u06cc\u0631 \u06a9\u0648 \u0642\u0628\u0648\u0644 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4 \u0645\u06cc\u0679\u0627 \u06a9\u0627 \u06a9\u06c1\u0646\u0627 \u06c1\u06d2 \u06a9\u06c1 \u06cc\u06c1 \u0688\u06cc\u0632\u0627\u0626\u0646 \u0627\u06cc\u062c\u0646\u0679\u0648\u06ba \u06a9\u0648 \u06af\u0641\u062a\u06af\u0648 \u06a9\u06d2 \u062d\u0635\u06d2 \u06a9\u06d2 \u0637\u0648\u0631 \u067e\u0631 \u0627\u0633\u06a9\u0631\u06cc\u0646 \u0634\u0627\u0679\u0633\u060c \u0686\u0627\u0631\u0679\u0633 \u0627\u0648\u0631 \u062f\u0633\u062a\u0627\u0648\u06cc\u0632\u0627\u062a \u06a9\u06cc \u062a\u0634\u0631\u06cc\u062d \u06a9\u0631\u0646\u06d2 \u06a9\u06cc \u0627\u062c\u0627\u0632\u062a \u062f\u06cc\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n

\u0628\u06cc\u0646\u0686 \u0645\u0627\u0631\u06a9 \u0686\u0627\u0631\u0679\u0633 \u067e\u0631\u060c Muse Glimmer Charxiv Reasoning \u0633\u06d2 \u0622\u06af\u06d2 \u06c1\u06d2\u06d4 \u0627\u0633\u06a9\u0648\u0631 78.8 \u067e\u0648\u0627\u0626\u0646\u0679\u0633 \u062a\u06be\u0627\u060c Gemma4-31B \u0646\u06d2 77.7 \u067e\u0648\u0627\u0626\u0646\u0679\u0633 \u0627\u0648\u0631 Qwen3.6-27B \u0646\u06d2 78.4 \u067e\u0648\u0627\u0626\u0646\u0679\u0633 \u0627\u0633\u06a9\u0648\u0631 \u06a9\u06cc\u06d2\u06d4<\/p>\n

Qwen3.6-27B \u0644\u06cc\u0688 ScreenSpot Pro 76.1 \u06a9\u06d2 \u0633\u0627\u062a\u06be\u06d4 Muse Glimmer \u0646\u06d2 75.4 \u067e\u0648\u0627\u0626\u0646\u0679\u0633 \u0627\u0648\u0631 Gemma4-31B \u0646\u06d2 75.9 \u067e\u0648\u0627\u0626\u0646\u0679\u0633 \u0627\u0633\u06a9\u0648\u0631 \u06a9\u06cc\u06d2\u06d4 \u0627\u0633\u06cc \u0645\u0627\u0688\u0644 \u0646\u06d2 Muse Glimmer \u06a9\u06d2 75.8 \u0627\u0648\u0631 Gemma4-31B \u06a9\u06d2 72.5 \u06a9\u06d2 \u0645\u0642\u0627\u0628\u0644\u06d2 \u0645\u06cc\u06ba 77.8 \u06a9\u06d2 \u0633\u0627\u062a\u06be OmniDocBench v1.5 \u06a9\u06cc \u0642\u06cc\u0627\u062f\u062a \u06a9\u06cc\u06d4<\/p>\n

MMMU \u067e\u0631\u0648 \u0645\u06cc\u06ba \u0641\u0631\u0642 \u06a9\u0645 \u062a\u06be\u0627\u06d4 Meta Muse Glimmer \u06a9\u0648 74 \u06a9\u06d2 \u0637\u0648\u0631 \u067e\u0631 \u062f\u0631\u062c \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4 Qwen3.6-27B 75 \u062a\u06a9 \u067e\u06c1\u0646\u0686 \u06af\u06cc\u0627 \u0627\u0648\u0631 Gemma4-31B 73 \u062a\u06a9 \u067e\u06c1\u0646\u0686 \u06af\u06cc\u0627\u06d4<\/p>\n

\u06cc\u06c1 \u0646\u062a\u0627\u0626\u062c \u0628\u0635\u0631\u06cc \u0627\u0646\u0679\u0631\u0641\u06cc\u0633 \u0645\u06cc\u06ba \u06a9\u0627\u0645 \u06a9\u0631\u0646\u06d2 \u0648\u0627\u0644\u06d2 \u0627\u06cc\u062c\u0646\u0679\u0648\u06ba \u067e\u0631 \u063a\u0648\u0631 \u06a9\u0631\u0646\u06d2 \u0648\u0627\u0644\u06cc \u0679\u06cc\u0645\u0648\u06ba \u06a9\u06d2 \u0644\u06cc\u06d2 \u0627\u06c1\u0645 \u06c1\u06cc\u06ba\u06d4 \u0627\u0633\u06a9\u0631\u06cc\u0646 \u0634\u0627\u0679 \u0631\u06cc\u0688\u0646\u06af \u0645\u0627\u0688\u0644 \u0627\u0633 \u06a9\u06cc \u062a\u0634\u0631\u06cc\u062d \u06a9\u0631 \u0633\u06a9\u062a\u0627 \u06c1\u06d2 \u062c\u0648 \u0648\u06c1 \u062f\u06cc\u06a9\u06be\u062a\u0627 \u06c1\u06d2\u060c \u0644\u06cc\u06a9\u0646 \u0645\u0642\u0627\u0645\u06cc \u0679\u06cc\u0633\u0679\u0646\u06af \u06a9\u0648 \u0627\u0628\u06be\u06cc \u0628\u06be\u06cc \u0627\u062c\u0627\u0632\u062a\u060c \u0688\u0633\u067e\u0644\u06d2 \u0644\u06d2 \u0622\u0624\u0679\u060c \u062f\u0633\u062a\u0627\u0648\u06cc\u0632 \u06a9\u06cc \u0634\u06a9\u0644\u060c \u0627\u0648\u0631 \u0645\u062a\u0639\u0644\u0642\u06c1 \u0679\u0648\u0644\u0632 \u06a9\u06d2 \u0630\u0631\u06cc\u0639\u06d2 \u0648\u0627\u067e\u0633 \u0622\u0646\u06d2 \u0648\u0627\u0644\u06cc \u063a\u0644\u0637\u06cc\u0648\u06ba \u06a9\u0648 \u062f\u0648\u0631 \u06a9\u0631\u0646\u06d2 \u06a9\u06cc \u0636\u0631\u0648\u0631\u062a \u06c1\u06d2\u06d4<\/p>\n

\u062d\u0641\u0627\u0638\u062a\u06cc \u0627\u0639\u062f\u0627\u062f \u0648 \u0634\u0645\u0627\u0631 Qwen \u06a9\u06d2 \u0645\u0642\u0627\u0628\u0644\u06d2 \u0645\u06cc\u06ba \u06a9\u0645 \u062d\u0645\u0644\u06d2 \u06a9\u06cc \u06a9\u0627\u0645\u06cc\u0627\u0628\u06cc \u06a9\u06cc \u0634\u0631\u062d \u06a9\u0648 \u0638\u0627\u06c1\u0631 \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4<\/h3>\n

\u0645\u06cc\u0679\u0627 \u062d\u0641\u0627\u0638\u062a \u0633\u06d2 \u0645\u062a\u0639\u0644\u0642 \u062f\u0648 \u062c\u0627\u0626\u0632\u0648\u06ba \u06a9\u06cc \u0628\u06be\u06cc \u0627\u0637\u0644\u0627\u0639 \u062f\u06cc\u062a\u0627 \u06c1\u06d2: CI Memories \u0627\u0648\u0631 Siren AgentDojo\u06d4 \u0686\u0627\u0631\u0679\u0633 \u06c1\u0631 \u0679\u06cc\u0633\u0679 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0645\u062e\u062a\u0644\u0641 \u067e\u06cc\u0645\u0627\u0626\u0634\u06cc\u06ba \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4<\/p>\n

CI \u0645\u06cc\u0645\u0648\u0631\u06cc\u0632 \u0645\u06cc\u06ba\u060c Meta \u0646\u06d2 Muse Glimmer \u06a9\u06cc \u062e\u0644\u0627\u0641 \u0648\u0631\u0632\u06cc \u06a9\u06cc \u0634\u0631\u062d 26.4 \u0627\u0648\u0631 \u06a9\u0648\u0631\u06cc\u062c \u0633\u06a9\u0648\u0631 64.8 \u062f\u0631\u062c \u06a9\u06cc \u06c1\u06d2\u06d4 Gemma4-31B \u06a9\u06cc \u062e\u0644\u0627\u0641 \u0648\u0631\u0632\u06cc \u06a9\u06cc \u0634\u0631\u062d 12.1 \u062a\u06be\u06cc \u062c\u0633 \u06a9\u06cc \u06a9\u0648\u0631\u06cc\u062c 53.0 \u062a\u06be\u06cc\u06d4 Qwen3.6-27B \u0646\u06d2 53.4 \u06a9\u06cc \u062e\u0644\u0627\u0641 \u0648\u0631\u0632\u06cc \u06a9\u06cc \u0634\u0631\u062d \u0627\u0648\u0631 66.9 \u06a9\u06cc \u06a9\u0648\u0631\u06cc\u062c \u0631\u06cc\u06a9\u0627\u0631\u0688 \u06a9\u06cc\u06d4<\/p>\n

\u0633\u0627\u0626\u0631\u0646 \u0627\u06cc\u062c\u0646\u0679 \u0688\u0648\u062c\u0648 \u06a9\u06d2 \u0646\u062a\u0627\u0626\u062c \u062d\u0645\u0644\u06d2 \u06a9\u06cc \u06a9\u0627\u0645\u06cc\u0627\u0628\u06cc \u06a9\u06cc \u0634\u0631\u062d \u0627\u0648\u0631 \u0627\u0641\u0627\u062f\u06cc\u062a \u06a9\u0627 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4 Meta Muse Glimmer \u06a9\u0648 \u062d\u0645\u0644\u06d2 \u06a9\u06cc \u06a9\u0627\u0645\u06cc\u0627\u0628\u06cc \u06a9\u06cc \u0634\u0631\u062d 28.4 \u0627\u0648\u0631 \u06cc\u0648\u0679\u06cc\u0644\u06cc\u0679\u06cc \u0633\u06a9\u0648\u0631 94.2 \u062f\u06cc\u062a\u0627 \u06c1\u06d2\u06d4 Gemma4-31B \u0646\u06d2 \u062d\u0645\u0644\u06d2 \u06a9\u06cc \u06a9\u0627\u0645\u06cc\u0627\u0628\u06cc \u06a9\u06cc \u0634\u0631\u062d 25.6 \u067e\u0648\u0627\u0626\u0646\u0679\u0633 \u0627\u0648\u0631 90.8 \u067e\u0648\u0627\u0626\u0646\u0679\u0633 \u06a9\u06cc \u0642\u0627\u0628\u0644 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u062f\u0631\u062c\u06c1 \u0628\u0646\u062f\u06cc \u0631\u06cc\u06a9\u0627\u0631\u0688 \u06a9\u06cc\u06d4 Qwen3.6-27B \u0646\u06d2 40.3 \u0627\u0648\u0631 92.7 \u0627\u0633\u06a9\u0648\u0631 \u06a9\u06cc\u0627\u06d4<\/p>\n

\u0639\u0645\u0648\u0645\u06cc \u062a\u062e\u0645\u06cc\u0646\u06c1 \u06a9\u06d2 \u0646\u062a\u0627\u0626\u062c \u0645\u0634\u06cc\u0631 \u06a9\u06d2 \u062f\u0639\u0648\u0648\u06ba \u0645\u06cc\u06ba \u0633\u06cc\u0627\u0642 \u0648 \u0633\u0628\u0627\u0642 \u06a9\u0648 \u0634\u0627\u0645\u0644 \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4<\/h3>\n

Muse Glimmer \u0646\u06d2 Meta \u0645\u0648\u0627\u0632\u0646\u06c1 \u0645\u06cc\u06ba \u0686\u06be \u0645\u06cc\u06ba \u0633\u06d2 \u0686\u0627\u0631 \u0639\u0645\u0648\u0645\u06cc \u0642\u0627\u0628\u0644\u06cc\u062a \u0627\u0648\u0631 \u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u06a9\u06d2 \u0679\u06cc\u0633\u0679 \u06a9\u06cc \u0642\u06cc\u0627\u062f\u062a \u06a9\u06cc\u06d4 \u0627\u0633 \u0646\u06d2 IFBench \u067e\u0631 77.0 \u0627\u0633\u06a9\u0648\u0631 \u06a9\u06cc\u0627\u06d4 Gemma4-31B \u0646\u06d2 76.0 \u0631\u06cc\u06a9\u0627\u0631\u0688 \u06a9\u06cc\u0627\u060c \u0627\u0648\u0631 Qwen3.6-27B \u0646\u06d2 70.8 \u0631\u06cc\u06a9\u0627\u0631\u0688 \u06a9\u06cc\u0627\u06d4<\/p>\n

Muse Glimmer \u06a9\u0627 AIME 2026 \u06a9\u0627 \u0633\u06a9\u0648\u0631 94.7 \u062a\u06be\u0627\u06d4 \u0645\u06cc\u0679\u0627 Gemma4-31B \u06a9\u06d2 \u0644\u06cc\u06d2 89.2 \u0627\u0648\u0631 Qwen3.6-27B \u06a9\u06d2 \u0644\u06cc\u06d2 94.1 \u0631\u067e\u0648\u0631\u0679 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4 AA-LCR \u067e\u0631\u060c Muse Glimmer 68.3 \u0627\u0648\u0631 73.3 \u0633\u06d2 \u0622\u06af\u06d2 80.0 \u062a\u06a9 \u067e\u06c1\u0646\u0686 \u06af\u06cc\u0627\u06d4<\/p>\n

\u0627\u0633 \u0645\u0627\u0688\u0644 \u0646\u06d2 65.1 \u06a9\u06d2 \u0633\u0627\u062a\u06be \u0628\u06cc\u0645 128K \u06a9\u0648 \u0628\u06be\u06cc \u067e\u06cc\u0686\u06be\u06d2 \u0686\u06be\u0648\u0691 \u062f\u06cc\u0627\u06d4 Qwen3.6-27B \u0646\u06d2 63.0 \u067e\u0648\u0627\u0626\u0646\u0679\u0633 \u062d\u0627\u0635\u0644 \u06a9\u06cc\u06d2\u06d4 Gemma4-31B \u0646\u06d2 58.2 \u0627\u0633\u06a9\u0648\u0631 \u06a9\u06cc\u0627\u06d4<\/p>\n

Gemma4-31B \u0644\u06cc\u0688 GPQA \u0688\u0627\u0626\u0645\u0646\u0688 85.7 \u06a9\u06d2 \u0633\u0627\u062a\u06be\u06d4 Muse Glimmer \u0646\u06d2 83.5 \u067e\u0648\u0627\u0626\u0646\u0679\u0633 \u0627\u0633\u06a9\u0648\u0631 \u06a9\u06cc\u06d2\u060c \u0627\u0633 \u06a9\u06d2 \u0628\u0639\u062f Qwen3.6-27B \u0646\u06d2 84.2 \u067e\u0648\u0627\u0626\u0646\u0679\u0633 \u06a9\u06d2 \u0633\u0627\u062a\u06be\u06d4 Gemma4-31B \u0646\u06d2 23.6 \u067e\u0648\u0627\u0626\u0646\u0679\u0633 \u06a9\u06d2 \u0633\u0627\u062a\u06be \u06c1\u06cc\u0648\u0645\u06cc\u0646\u0679\u06cc \u06a9\u06d2 \u0641\u0627\u0626\u0646\u0644 \u0679\u06cc\u0633\u0679\u060c \u0679\u06cc\u06a9\u0633\u0679 \u0646\u0645\u0628\u0631 \u0679\u0648\u0644\u0632 \u0645\u06cc\u06ba \u0633\u0628 \u0633\u06d2 \u0632\u06cc\u0627\u062f\u06c1 \u0627\u0633\u06a9\u0648\u0631 \u0628\u06be\u06cc \u062d\u0627\u0635\u0644 \u06a9\u06cc\u0627\u06d4 Muse Glimmer 22.0 \u062a\u06a9 \u067e\u06c1\u0646\u0686 \u06af\u06cc\u0627 \u06c1\u06d2\u06d4<\/p>\n

\u06a9\u0648\u0626\u06cc \u0628\u06be\u06cc \u0645\u0627\u0688\u0644 \u062a\u0645\u0627\u0645 \u0679\u06cc\u0633\u0679 \u0646\u06c1\u06cc\u06ba \u06a9\u0631\u06d2 \u06af\u0627\u06d4 \u0627\u0633 \u06a9\u06d2 \u0628\u062c\u0627\u0626\u06d2\u060c \u0645\u06cc\u0679\u0627 \u06a9\u06d2 \u0646\u062a\u0627\u0626\u062c \u0633\u06d2 \u067e\u062a\u06c1 \u0686\u0644\u062a\u0627 \u06c1\u06d2 \u06a9\u06c1 Muse Glimmer \u0627\u06cc\u062c\u0646\u0679\u060c \u06a9\u0648\u0688\u0646\u06af\u060c \u0628\u0635\u0631\u06cc\u060c \u062d\u0641\u0627\u0638\u062a\u060c \u0627\u0648\u0631 \u062a\u062e\u0645\u06cc\u0646\u06c1 \u062c\u0627\u062a \u06a9\u06d2 \u0645\u062e\u0644\u0648\u0637 \u0633\u06cc\u0679 \u067e\u0631 \u0627\u06cc\u06a9 \u062c\u06cc\u0633\u06d2 \u0633\u0627\u0626\u0632 \u06a9\u06d2 \u062f\u0648 \u0645\u0627\u0688\u0644\u0632 \u06a9\u06d2 \u0633\u0627\u062a\u06be \u0642\u0631\u06cc\u0628\u06cc \u0645\u0642\u0627\u0628\u0644\u06c1 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n

\u0645\u06cc\u0645\u0648\u0631\u06cc \u06a9\u06cc \u062d\u062f\u0648\u062f \u0622\u067e \u06a9\u06d2 \u0645\u0642\u0627\u0645\u06cc \u062a\u0639\u06cc\u0646\u0627\u062a\u06cc \u0688\u06cc\u0632\u0627\u0626\u0646 \u06a9\u0627 \u062a\u0639\u06cc\u0646 \u06a9\u0631\u062a\u06cc \u06c1\u06cc\u06ba\u06d4<\/h3>\n

\u0645\u06cc\u0679\u0627 \u06a9\u0627 \u06a9\u06c1\u0646\u0627 \u06c1\u06d2 \u06a9\u06c1 \u0645\u06a9\u0645\u0644 \u0635\u062d\u062a \u0633\u06d2 \u0645\u062a\u0639\u0644\u0642 30 \u0628\u0644\u06cc\u0646 \u067e\u06cc\u0631\u0627\u0645\u06cc\u0679\u0631 \u0645\u0627\u0688\u0644 \u06a9\u0648 55 \u062c\u06cc \u0628\u06cc \u0633\u06d2 \u0632\u06cc\u0627\u062f\u06c1 \u0645\u06cc\u0645\u0648\u0631\u06cc \u06a9\u06cc \u0636\u0631\u0648\u0631\u062a \u06c1\u0648\u06af\u06cc\u06d4 \u0627\u0633 \u06a9\u06d2 \u0628\u062c\u0627\u0626\u06d2\u060c Muse Glimmer \u0632\u0628\u0627\u0646 \u06a9\u06d2 \u0645\u0627\u0688\u0644 \u06a9\u0648 20GB \u0633\u06d2 \u06a9\u0645 \u06a9\u0631\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u062a\u0642\u0631\u06cc\u0628\u0627\u064b 4 \u0628\u0679 \u0648\u0632\u0646 \u06a9\u06cc \u0645\u0642\u062f\u0627\u0631 \u06a9\u0627 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n

\u06cc\u06c1 \u0645\u062e\u062a\u0635 KV \u06a9\u06cc\u0634\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0645\u06cc\u0645\u0648\u0631\u06cc \u06a9\u0648 \u0686\u06be\u0648\u0691 \u062f\u06cc\u062a\u0627 \u06c1\u06d2\u06d4 \u0645\u0627\u0688\u0644 \u06a9\u0648 \u0627\u06cc\u06a9 \u0627\u062f\u0631\u0627\u06a9 \u0627\u0646\u06a9\u0648\u0688\u0631 \u0627\u0648\u0631 \u0642\u06cc\u0627\u0633 \u0622\u0631\u0627\u0626\u06cc \u067e\u0631 \u0645\u0628\u0646\u06cc \u0636\u0627\u0628\u0637\u06c1 \u06a9\u0634\u0627\u0626\u06cc \u06a9\u06d2 \u0645\u0633\u0648\u062f\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0628\u06be\u06cc \u062c\u06af\u06c1 \u062f\u0631\u06a9\u0627\u0631 \u06c1\u06d2\u06d4 \u0645\u06cc\u0679\u0627 \u0627\u0646 \u0627\u062c\u0632\u0627\u0621 \u06a9\u06d2 \u0644\u06cc\u06d2 24GB \u06cc\u0627 32GB \u0645\u06cc\u0645\u0648\u0631\u06cc \u0644\u0641\u0627\u0641\u06d2 \u06a9\u0648 \u0646\u0634\u0627\u0646\u06c1 \u0628\u0646\u0627\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n

\u06a9\u0645\u067e\u0646\u06cc \u0646\u06d2 \u06a9\u06c1\u0627 \u06a9\u06c1 DFlash \u067e\u0631 \u0645\u0628\u0646\u06cc \u0688\u0631\u0627\u0641\u0679\u0631\u0632 \u0679\u0648\u06a9\u0646 \u06a9\u06d2 \u0628\u0644\u0627\u06a9\u0633 \u062a\u062c\u0648\u06cc\u0632 \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba \u062c\u0646 \u06a9\u06cc \u0645\u0631\u06a9\u0632\u06cc \u0645\u0627\u0688\u0644 \u0645\u062a\u0648\u0627\u0632\u06cc \u0637\u0648\u0631 \u067e\u0631 \u062a\u0635\u062f\u06cc\u0642 \u06a9\u0631 \u0633\u06a9\u062a\u0627 \u06c1\u06d2\u06d4 \u0645\u06cc\u0679\u0627 \u06a9\u0627 \u06a9\u06c1\u0646\u0627 \u06c1\u06d2 \u06a9\u06c1 \u0627\u0633 \u0633\u06d2 \u062c\u0646\u0631\u06cc\u0634\u0646 \u06a9\u06cc \u0631\u0641\u062a\u0627\u0631 \u0645\u06cc\u06ba \u0627\u0636\u0627\u0641\u06c1 \u06c1\u0648\u062a\u0627 \u06c1\u06d2 \u0627\u0648\u0631 \u0645\u0639\u06cc\u0627\u0631\u06cc \u0679\u0648\u06a9\u0646 \u0645\u062e\u0635\u0648\u0635 \u0622\u0624\u0679 \u067e\u0679 \u06a9\u06d2 \u0645\u0642\u0627\u0628\u0644\u06d2 \u0645\u06cc\u06ba \u0627\u0633\u06cc \u0622\u0624\u0679 \u067e\u0679 \u06a9\u0648\u0627\u0644\u0679\u06cc \u06a9\u0648 \u0628\u0631\u0642\u0631\u0627\u0631 \u0631\u06a9\u06be\u0627 \u062c\u0627\u062a\u0627 \u06c1\u06d2\u06d4 \u0641\u0631\u0627\u06c1\u0645 \u06a9\u0631\u062f\u06c1 \u067e\u0648\u0633\u0679 \u0645\u06cc\u06ba \u0679\u0648\u06a9\u0646 \u0641\u06cc \u0633\u06cc\u06a9\u0646\u0688 \u0641\u06cc\u06af\u0631\u0632\u060c \u067e\u0631\u0627\u0645\u067e\u0679 \u0633\u0627\u0626\u0632\u060c \u067e\u0627\u0648\u0631 \u0688\u06cc\u0679\u0627\u060c \u06cc\u0627 \u06a9\u0646\u06a9\u0631\u0646\u0633\u06cc \u06a9\u06d2 \u0646\u062a\u0627\u0626\u062c \u0634\u0627\u0645\u0644 \u0646\u06c1\u06cc\u06ba \u06c1\u06cc\u06ba\u06d4<\/p>\n

Meta \u0646\u06d2 MacBook M4-Max \u06c1\u0627\u0631\u0688 \u0648\u06cc\u0626\u0631\u060c MacBook M5-Max \u06c1\u0627\u0631\u0688\u0648\u06cc\u0626\u0631\u060c \u0627\u0648\u0631 RTX-5090 \u067e\u0631 \u06a9\u0648\u0627\u0646\u0679\u0627\u0626\u0632\u0688 DFlash \u0688\u0631\u0627\u0641\u0679 \u06a9\u0627 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u062a\u06d2 \u06c1\u0648\u0626\u06d2 K-Quant-17GB \u0648\u0631\u0698\u0646 \u06a9\u0627 \u062a\u062c\u0631\u0628\u06c1 \u06a9\u06cc\u0627\u06d4 \u06cc\u06c1 \u0627\u06cc\u06a9 \u0646\u062a\u06cc\u062c\u06c1 \u062e\u06cc\u0632 \u062a\u062c\u0631\u0628\u06c1 \u06a9\u06cc \u0648\u0636\u0627\u062d\u062a \u06a9\u0631\u062a\u0627 \u06c1\u06d2 \u062c\u0648 \u0633\u06cc\u0627\u0644 \u06af\u0641\u062a\u06af\u0648 \u0627\u0648\u0631 \u0631\u06cc\u0626\u0644 \u0679\u0627\u0626\u0645 \u0627\u06cc\u062c\u0646\u0679 \u06a9\u06cc \u0628\u0627\u062a \u0686\u06cc\u062a \u06a9\u06d2 \u0644\u06cc\u06d2 \u0645\u0648\u0632\u0648\u06ba \u06c1\u06d2\u06d4<\/p>\n

\u0639\u0648\u0627\u0645\u06cc \u0648\u0632\u0646 Hugging Face \u06a9\u06d2 \u0630\u0631\u06cc\u0639\u06d2 \u0641\u0631\u0627\u06c1\u0645 \u06a9\u06cc\u0627 \u062c\u0627\u062a\u0627 \u06c1\u06d2\u06d4 \u0645\u06cc\u0679\u0627 \u0646\u06d2 \u06a9\u06c1\u0627 \u06a9\u06c1 llama.cpp\u060c MLX\u060c \u0627\u0648\u0631 ExecuTorch \u06a9\u06d2 \u0633\u0627\u062a\u06be \u0627\u0646\u0636\u0645\u0627\u0645 \u062c\u0644\u062f \u06c1\u06cc \u062c\u0627\u0631\u06cc \u06a9\u06cc\u0627 \u062c\u0627\u0626\u06d2 \u06af\u0627\u06d4<\/p>\n

\u062d\u0648\u0627\u0644\u06c1: <\/strong>\u0639\u0644\u06cc \u0628\u0627\u0628\u0627 \u0646\u06d2 Qwen \u0627\u0648\u067e\u0646 \u0633\u0648\u0631\u0633 AI \u06a9\u06d2 \u0644\u06cc\u06d2 \u0646\u0626\u06d2 \u06a9\u0627\u0631\u0648\u0628\u0627\u0631\u06cc \u0645\u0627\u0688\u0644 \u06a9\u06cc \u062c\u0627\u0646\u0686 \u06a9\u06cc\u06d4<\/strong><\/p>\n

<\/figcaption><\/figure>\n

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AI News \u0622\u067e \u06a9\u06d2 \u0644\u06cc\u06d2 TechForge Media \u0644\u0627\u06cc\u0627 \u06c1\u06d2\u06d4 \u062f\u06cc\u06af\u0631 \u0622\u0646\u06d2 \u0648\u0627\u0644\u06d2 \u0627\u0646\u0679\u0631\u067e\u0631\u0627\u0626\u0632 \u0679\u06cc\u06a9\u0646\u0627\u0644\u0648\u062c\u06cc \u0627\u06cc\u0648\u0646\u0679\u0633 \u0627\u0648\u0631 \u0648\u06cc\u0628\u06cc\u0646\u0631\u0632 \u06a9\u0648 \u06cc\u06c1\u0627\u06ba \u062f\u0631\u06cc\u0627\u0641\u062a \u06a9\u0631\u06cc\u06ba\u06d4<\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"

Meta \u0645\u0642\u0627\u0645\u06cc AI \u0627\u06cc\u062c\u0646\u0679\u0633 \u06a9\u06d2 \u0644\u06cc\u06d2 Apache 2.0 \u0644\u0627\u0626\u0633\u0646\u0633 \u06a9\u06d2 \u062a\u062d\u062a Muse Glimmer \u062c\u0627\u0631\u06cc \u06a9\u0631\u062a\u0627 \u06c1\u06d2 \u062c\u0648 \u0635\u0627\u0631\u0641 GPUs \u067e\u0631 \u0686\u0644 \u0633\u06a9\u062a\u0627 \u06c1\u06d2\u06d4 \u06a9\u0645\u067e\u0646\u06cc \u06a9\u06cc \u0633\u067e\u0631 \u0627\u0646\u0679\u06cc\u0644\u06cc \u062c\u0646\u0633 \u0644\u06cc\u0628\u0632 \u0646\u06d2 \u06c1\u06cc\u06af\u0646\u06af \u0641\u06cc\u0633 \u0645\u06cc\u06ba \u0627\u067e\u0646\u06d2 30 \u0628\u0644\u06cc\u0646 \u067e\u06cc\u0631\u0627\u0645\u06cc\u0679\u0631 \u0645\u0627\u0688\u0644 \u06a9\u06d2 \u0648\u0632\u0646 \u06a9\u0627 \u0627\u0646\u06a9\u0634\u0627\u0641 \u06a9\u06cc\u0627 \u06c1\u06d2\u06d4 \u0645\u06cc\u0679\u0627 \u06a9\u0627 \u06a9\u06c1\u0646\u0627 \u06c1\u06d2 \u06a9\u06c1 \u0688\u0648\u06cc\u0644\u067e\u0631\u0632 \u0627\u0633\u06d2 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