{"id":2564,"date":"2026-04-23T18:22:10","date_gmt":"2026-04-23T18:22:10","guid":{"rendered":"https:\/\/deepinsightai.io\/?p=2564"},"modified":"2026-04-23T18:22:12","modified_gmt":"2026-04-23T18:22:12","slug":"deepseek-starts-updating-frequently","status":"publish","type":"post","link":"https:\/\/deepinsightai.io\/ko\/deepseek-starts-updating-frequently\/","title":{"rendered":"DeepSeek\uc758 \uc5c5\ub370\uc774\ud2b8 \ube48\ub3c4 \uc99d\uac00: \ud0c0\uc77c \ucee4\ub110\uacfc DeepEP V2"},"content":{"rendered":"

\ubc29\uae08 \uc804, DeepSeek\uc758 GitHub<\/a> \uc790\uc8fc \uc5c5\ub370\uc774\ud2b8\ud558\uae30 \uc2dc\uc791\ud588\uc2b5\ub2c8\ub2e4. \uc0c8\ub85c\uc6b4 \uc800\uc7a5\uc18c\ub97c \ucd9c\uc2dc\ud558\uace0 \uc624\ud508\uc18c\uc2a4\ub85c \uacf5\uac1c\ud588\uc73c\uba70, \ud0c0\uc77c \ucee4\ub110<\/strong>, \uadf8\ub9ac\uace0 \ub3d9\uc2dc\uc5d0 \ub2e4\uc74c\uc744 \uc5c5\ub370\uc774\ud2b8\ud588\uc73c\uba70 DeepEP<\/strong> \uc800\uc7a5\uc18c, \uc774\ub97c \ud1b5\ud574 DeepEP V2<\/strong> \uc628\ub77c\uc778\uc5d0\uc11c. DeepSeek\uc774 \uc870\uc6a9\ud788 \uc5c5\ub370\uc774\ud2b8\ud55c \uc9c0 \uc77c\uc8fc\uc77c\ub3c4 \ucc44 \ub418\uc9c0 \uc54a\uc558\uc2b5\ub2c8\ub2e4. \uba54\uac00 MoE<\/strong> \uadf8\ub9ac\uace0 FP4 \uc778\ub371\uc11c<\/strong> \uc9c0\ub09c\ubc88.<\/p>\n\n\n\n

DeepSeek \ud0c0\uc77c \ucee4\ub110<\/h2>\n\n\n\n
\"DeepSeek<\/figure>\n\n\n\n

\ub9c1\ud06c: https:\/\/github.com\/deepseek-ai\/TileKernels<\/code><\/p>\n\n\n\n

\uc11c\ubb38\uc5d0 \ub530\ub974\uba74, \ud0c0\uc77c \ucee4\ub110<\/strong> LLM \uc5f0\uc0b0\uc5d0 \ucd5c\uc801\ud654\ub41c GPU \ucee4\ub110\ub85c, \ub2e4\uc74c\uc744 \uc0ac\uc6a9\ud558\uc5ec \uad6c\ucd95\ub418\uc5c8\uc73c\uba70 TileLang<\/strong>. TileLang\uc740 \ud30c\uc774\uc36c\uc73c\ub85c \uace0\uc131\ub2a5 GPU \ucee4\ub110\uc744 \ud45c\ud604\ud558\uae30 \uc704\ud55c \ub3c4\uba54\uc778 \ud2b9\uc815 \uc5b8\uc5b4(DSL)\ub85c, \uc26c\uc6b4 \uc774\uc2dd\uc131, \ubbfc\ucca9\ud55c \uac1c\ubc1c, \uc790\ub3d9 \ucd5c\uc801\ud654 \ub4f1\uc758 \ud2b9\uc9d5\uc744 \uac16\ucd94\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n

Tile \ucee4\ub110\uc758 \uc131\ub2a5\uc740 \ub9e4\uc6b0 \ub6f0\uc5b4\ub0a9\ub2c8\ub2e4. DeepSeek \uce21\uc774 \uc9c1\uc811 \ubc1d\ud78c \ubc14\uc640 \uac19\uc774: \u201c\uc774 \ud504\ub85c\uc81d\ud2b8\uc5d0 \ud3ec\ud568\ub41c \ub300\ubd80\ubd84\uc758 \ucee4\ub110\uc740 \uc5f0\uc0b0 \uc9d1\uc57d\ub3c4\uc640 \uba54\ubaa8\ub9ac \ub300\uc5ed\ud3ed \uce21\uba74\uc5d0\uc11c \uc774\ubbf8 \ud558\ub4dc\uc6e8\uc5b4 \uc131\ub2a5 \ud55c\uacc4\uc5d0 \uadfc\uc811\ud574 \uc788\uc2b5\ub2c8\ub2e4. \uadf8\uc911 \uc77c\ubd80\ub294 \uc774\ubbf8 \ub0b4\ubd80\uc801\uc73c\ub85c \ud6c8\ub828 \ubc0f \ucd94\ub860 \uc2dc\ub098\ub9ac\uc624\uc5d0 \uc0ac\uc6a9\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ud558\uc9c0\ub9cc \uc544\uc9c1 \ubaa8\ubc94 \uc0ac\ub840\ub85c \uc790\ub9ac \uc7a1\uc740 \uac83\uc740 \uc544\ub2c8\uba70, \uc800\ud76c\ub294 \ucf54\ub4dc \ud488\uc9c8\uacfc \ubb38\uc11c\ud654\ub97c \uc9c0\uc18d\uc801\uc73c\ub85c \uac1c\uc120\ud574 \ub098\uac00\uace0 \uc788\uc2b5\ub2c8\ub2e4.\u201d<\/p>\n\n\n\n

\uc800\uc7a5\uc18c\uc5d0\ub294 \uc18c\uac1c \uc815\ubcf4\uac00 \ub9ce\uc9c0 \uc54a\uc9c0\ub9cc, \ud589\uac04\uc744 \uc77d\uc5b4\ubcf4\uba74 \uc774\ubbf8 DeepSeek\uc758 \ucc28\uc138\ub300 \ubaa8\ub378\uc774 \ub530\ub97c \uc544\ud0a4\ud14d\ucc98 \ud601\uc2e0\uc758 \ubc29\ud5a5\uc774 \u201c\ubbf8\ub9ac \ub4dc\ub7ec\ub098\u201d \uc788\uc73c\uba70, \uc774\ub294 \ucd5c\uadfc\uc758 [\u2026], [\u2026], [\u2026], [\u2026], [\u2026], [\u2026], [\u2026], [\u2026], [\u2026], [\u2026], [\u2026], [\u2026], [\u2026], [\u2026], [\u2026], [\u2026], [\u2026], [\u2026], [\u2026], [\u2026], [\u2026], [\u2026], [\u2026], [\u2026], [\u2026], [\u2026], [\u2026], [\u2026], [\u2026], [\u2026], [\u2026], [\u2026], [\u2026], [\u2026], [\u2026], [\u2026], [\u2026], [\u2026], [\u2026], [\u2026], [\u2026], [\u2026], [\u2026], [\u2026], [\u2026], [\u2026], [\u2026], [\u2026], [\u2026], [\u2026], [\u2026], [\u2026], [\u2026], [\u2026], [\u2026], [\u2026], [\u2026], [\u2026], [\u2026], [\u2026], [\u2026], [\u2026], [\u2026], [\u2026], Hy3 \ucd9c\uc2dc \ubbf8\ub9ac\ubcf4\uae30<\/a>.<\/p>\n\n\n\n

DeepSeek \ud0c0\uc77c \ucee4\ub110\uc758 \ud2b9\uc9d5<\/h3>\n\n\n\n

\ub2e4\uc74c\uc740 \ud0c0\uc77c \ucee4\ub110\uc758 \uba87 \uac00\uc9c0 \uad6c\uccb4\uc801\uc778 \ud2b9\uc9d5\uc785\ub2c8\ub2e4:<\/p>\n\n\n\n

\uac8c\uc774\ud305 \uba54\ucee4\ub2c8\uc998:<\/strong> MoE \ub77c\uc6b0\ud305\uc744 \uc704\ud55c \uc0c1\uc704 k \uc804\ubb38\uac00 \uc120\uc815 \ubc0f \uc810\uc218 \uc0b0\uc815<\/p>\n\n\n\n

MoE \ub77c\uc6b0\ud305:<\/strong> \ud1a0\ud070\uacfc \uc804\ubb38\uac00 \uac04\uc758 \ub9e4\ud551, \ud1b5\ud569\ub41c \ud655\uc7a5\/\ucd95\uc18c, \uac00\uc911\uce58 \uc815\uaddc\ud654<\/p>\n\n\n\n

\uc591\uc790\ud654:<\/strong> \ud1a0\ud070 \ub2e8\uc704, \ube14\ub85d \ub2e8\uc704, \ucc44\ub110 \ub2e8\uc704 \ubaa8\ub4dc\uc5d0\uc11c FP8\/FP4\/E5M6 \ubcc0\ud658\uc744 \uc9c0\uc6d0\ud558\uba70, SwiGLU \uc5f0\uc0b0\uacfc \uc591\uc790\ud654 \uc5f0\uc0b0\uc744 \ud1b5\ud569\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n

\uc804\uce58:<\/strong> \uc77c\uad04 \uc804\uce58 \uc5f0\uc0b0<\/p>\n\n\n\n

\uc5d4\uadf8\ub7a8:<\/strong> \uc5d4\uadf8\ub7a8 \uac8c\uc774\ud2b8 \ucee4\ub110, RMSNorm \uc735\ud569, \uc804\ubc29\/\ud6c4\ubc29 \uc804\ud30c, \uac00\uc911\uce58 \uae30\uc6b8\uae30 \uac10\uc18c<\/p>\n\n\n\n

\ub9e4\ub2c8\ud3f4\ub4dc \ud558\uc774\ud37c\ucee4\ub125\uc158:<\/strong> Sinkhorn \uc815\uaddc\ud654 \ubc0f \ubbf9\uc2f1\uc744 \uc704\ud55c split\/apply\ub97c \ud3ec\ud568\ud55c \ud558\uc774\ud37c-\ucee4\ub125\uc158 \ucee4\ub110<\/p>\n\n\n\n

\ubaa8\ub378\ub9c1:<\/strong> \uace0\uc218\uc900 torch.autograd.Function<\/code> \uae30\ubcf8 \ucee4\ub110\uc744 \ud559\uc2b5 \uac00\ub2a5\ud55c \ub808\uc774\uc5b4\ub85c \uacb0\ud569\ud558\ub294 \ub798\ud37c(\uc5d4\uadf8\ub7a8 \uac8c\uc774\ud2b8, mHC \ud30c\uc774\ud504\ub77c\uc778)<\/p>\n\n\n\n

DeepSeek EPv2: \uc5d4\uadf8\ub7a8(Engram), PP \ubc0f CP\ub97c \uc9c0\uc6d0\ud558\ub294 \ub354 \ube60\ub978 EP<\/h2>\n\n\n\n
\"DeepSeek<\/figure>\n\n\n\n

EPv2 \ub9c1\ud06c: https:\/\/github.com\/deepseek-ai\/DeepEP\/pull\/605<\/code><\/p>\n\n\n\n

\uc624\ub298 \uc624\uc804, DeepSeek\uc740 \ub610\ud55c \ucd5c\uc2e0 \ubc84\uc804\uc758 EPv2<\/strong>, \ub354 \ube60\ub974\uac8c \uc81c\uacf5\ud558\uba70 \uc804\ubb38\uac00 \ubcd1\ub82c \ucc98\ub9ac(EP)<\/strong> \uadf8\ub9ac\uace0 \ub2e4\uc74c\uc744 \uc704\ud55c \uc9c0\uc6d0 \uc5d4\uadf8\ub7a8 \/ \ud30c\uc774\ud504\ub77c\uc778 \ubcd1\ub82c \ucc98\ub9ac(PP) \/ \ucee8\ud14d\uc2a4\ud2b8 \ubcd1\ub82c \ucc98\ub9ac(CP)<\/strong>.<\/p>\n\n\n\n

\ud558\ub4dc\uc6e8\uc5b4, \ub124\ud2b8\uc6cc\ud06c, \ubaa8\ub378 \uc544\ud0a4\ud14d\ucc98\uac00 \ub2e4\uc74c\uacfc \uac19\uc740 \uc5c5\uacc4\uc758 \uae09\uc18d\ud55c \ucd9c\uc2dc\uc640 \ud568\uaed8 \ubc1c\uc804\ud574 \uc654\uc2b5\ub2c8\ub2e4. Qwen 3.6<\/a>, DeepSeek\uc758 \uc774\uc804 \ubc84\uc804\uc778 DeepEP V1\uc740 \uc774\ubbf8 \uc9c0\ub098\uce58\uac8c \ub9ce\uc740 \uacfc\uac70\uc758 \ubb38\uc81c\uc810\uacfc \uc131\ub2a5\uc0c1\uc758 \uacb0\ud568\uc744 \uc548\uace0 \uc788\uc5c8\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n

\uc774\ubc88 \uc5c5\ub370\uc774\ud2b8\ub97c \ud1b5\ud574 \uc644\uc804\ud788 \uac1c\ud3b8\ub429\ub2c8\ub2e4 \uc804\ubb38\uc801\uc778 \ubcd1\ub82c \ucc98\ub9ac<\/strong>. V1\uacfc \ube44\uad50\ud588\uc744 \ub54c, \uadf9\ud55c\uc758 \uc131\ub2a5\uc744 \ub2ec\uc131\ud558\ub294 \ub370 \ud544\uc694\ud55c SM \ub9ac\uc18c\uc2a4\ub294 \uadf9\ud788 \uc77c\ubd80\uc5d0 \ubd88\uacfc\ud560 \ubfd0\ub9cc \uc544\ub2c8\ub77c, \ub354 \ub300\uaddc\ubaa8\uc758 \ud655\ub300<\/strong> (\ub2e8\uc77c \uc2dc\uc2a4\ud15c \ub0b4\uc5d0\uc11c) \uadf8\ub9ac\uace0 \ud655\uc7a5<\/strong> (\uc5ec\ub7ec \uae30\uae30\uc5d0\uc11c).<\/p>\n\n\n\n

\ub610\ud55c DeepSeek\uc740 \uc2e4\ud5d8\uc801\uc778 \uae30\ub2a5\uc744 \ub3c4\uc785\ud588\ub294\ub370, 0 SM<\/strong> \uc774\ubc88 \uc5c5\ub370\uc774\ud2b8\uc5d0 \ud3ec\ud568\ub41c \uc2dc\ub9ac\uc988\ub85c\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \uac83\ub4e4\uc774 \uc788\uc2b5\ub2c8\ub2e4. 0 SM \uc5d4\uadf8\ub7a8<\/strong>, 0 SM \ud30c\uc774\ud504\ub77c\uc778 \ubcd1\ub82c\uc131(PP)<\/strong>, \uadf8\ub9ac\uace0 0 SM \ucee8\ud14d\uc2a4\ud2b8 \ubcd1\ub82c \ucc98\ub9ac(CP)<\/strong> \uc804\uccb4 \ubaa8\uc74c \uc5f0\uc0b0\uc790. \uc774\uc640 \ub3d9\uc2dc\uc5d0 \ubc31\uc5d4\ub4dc\uac00 NVSHMEM<\/strong> \ub77c\uc774\ud130 \ucabd\uc73c\ub85c NCCL \uc9c4<\/strong> \ubc31\uc5d4\ub4dc.<\/p>\n\n\n\n

DeepSeek DeepEP V2\uc758 \uc0c8\ub85c\uc6b4 \uae30\ub2a5<\/h3>\n\n\n\n

DeepEP V2\uc758 \uc0c8\ub85c\uc6b4 \uae30\ub2a5 \uc911 \uc77c\ubd80\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n\n\n\n

\uc644\uc804 JIT<\/strong><\/p>\n\n\n\n

NCCL Gin \ubc31\uc5d4\ub4dc:<\/strong><\/p>\n\n\n\n

\ud5e4\ub354\ub9cc \ud3ec\ud568\ub41c, \ub9e4\uc6b0 \uac00\ubcbc\uc6b4<\/p>\n\n\n\n

\uae30\uc874 NCCL \ucee4\ubba4\ub2c8\ucf00\uc774\ud130\ub97c \uc7ac\uc0ac\uc6a9\ud560 \uc218 \uc788\uc74c<\/p>\n\n\n\n

EPv2:<\/strong><\/p>\n\n\n\n

\uace0\ucc98\ub9ac\ub7c9 \ubc0f \uc800\uc9c0\uc5f0 API\ub97c \ub2e8\uc77c \uc778\ud130\ud398\uc774\uc2a4\ub85c \ud1b5\ud569\ud558\uace0, \uc644\uc804\ud788 \uc0c8\ub85c\uc6b4 GEMM \ub808\uc774\uc544\uc6c3\uc744 \ucc44\ud0dd\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n

\ub354 \ud070 \uc2a4\ucf00\uc77c\ub9c1 \uc601\uc5ed\uc744 \uc9c0\uc6d0\ud558\uba70, \ucd5c\ub300 EP2048<\/strong><\/p>\n\n\n\n

\ubd84\uc11d\uc6a9 SM \ubc0f QP \uac1c\uc218 \uacc4\uc0b0 \uae30\ub2a5\uc744 \ub3c4\uc785\ud558\uc5ec \ub354 \uc774\uc0c1 \uc790\ub3d9 \ud29c\ub2dd\uc774 \ud544\uc694\ud558\uc9c0 \uc54a\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n

\uc591\ucabd \ubaa8\ub450\ub97c \uacc4\uc18d \uc9c0\uc6d0\ud569\ub2c8\ub2e4 \ud558\uc774\ube0c\ub9ac\ub4dc<\/strong> \ubaa8\ub4dc \ubc0f \uc9c1\uc811<\/strong> \ubaa8\ub4dc<\/p>\n\n\n\n

\uae30\uc874\uc758 V3\uc640 \uc720\uc0ac\ud55c \ud6c8\ub828 \uacfc\uc81c\uc758 \uacbd\uc6b0, SM \uc0ac\uc6a9\ub7c9\uc740 24<\/strong> ~\uc5d0 4\u20136<\/strong>, \uc131\ub2a5\uc740 \ub3d9\uc77c\ud558\uac70\ub098 \uc624\ud788\ub824 \ub354 \ud5a5\uc0c1\ub41c \uc0c1\ud0dc\ub97c \uc720\uc9c0\ud558\uba74\uc11c<\/p>\n\n\n\n

0 SM \uc5d4\uadf8\ub7a8<\/strong> (RDMA \uc0ac\uc6a9 \uc2dc)<\/p>\n\n\n\n

0 SM PP<\/strong> (RDMA \uc0ac\uc6a9 \uc2dc)<\/p>\n\n\n\n

0 SM CP<\/strong> (Copy Engine \ud3ec\ud568)<\/p>\n\n\n\n

DeepSeek DeepEP V2 \uc131\ub2a5<\/h2>\n\n\n\n

\ub2e4\uc74c\uacfc \uac19\uc774 \uc124\uc815\uc744 \ub9c8\uce5c \ud6c4 DeepSeek-V3<\/strong>, \uc0c8\ub85c\uc6b4 \ubc84\uc804\uc5d0\uc11c \ub2e4\uc74c \uc124\uc815\uc744 \uc801\uc6a9\ud558\uc5ec \ud14c\uc2a4\ud2b8\ub97c \uc2e4\ud589\ud588\uc73c\uba70 \ubc30\uce58\ub2f9 8K \ud1a0\ud070<\/strong>, 7168 \uc228\uaca8\uc9c4 \ucc28\uc6d0<\/strong>, \ucd5c\uace0\uc758 \uc804\ubb38\uac00 8\uc778<\/strong>, FP8 \ubc1c\uc1a1<\/strong>, \uadf8\ub9ac\uace0 BF16 \ucf64\ubc14\uc778<\/strong>. \uacb0\uacfc\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n\n\n\n

\"DeepSeek<\/figure>\n\n\n\n

\ucc38\uace0: \ud45c\uc2dc\ub41c \uacb0\uacfc\ub294 \ub17c\ub9ac\uc801 \ub300\uc5ed\ud3ed\uc785\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, EP 8 x 2<\/strong>, \uadf8 90 GB\/s<\/strong> \ub300\uc5ed\ud3ed\uc5d0\ub294 \uc2e4\uc81c\ub85c \ub85c\uceec GPU \uac04(\ub85c\uceec \ub7ad\ud06c \uac04) \ud2b8\ub798\ud53d\ub3c4 \ud3ec\ud568\ub429\ub2c8\ub2e4.<\/p>\n\n\n\n

V1\uacfc \ube44\uad50\ud588\uc744 \ub54c, V2\ub294 \ucd5c\ub300 1.3\ubc30\uc758 \ucd5c\uace0 \uc131\ub2a5<\/strong>, \ub3d9\uc2dc\uc5d0 \ucd5c\ub300 4\ubc30\uc758 SM \ub9ac\uc18c\uc2a4 \uc0ac\uc6a9\ub7c9 <\/strong>\u2014\uc640 \uac19\uc740 \uac70\ub300 \uae30\uc5c5\ub4e4\uc774 \uc8fc\ub3c4\ud558\ub294 \uc2dc\uc7a5\uc5d0\uc11c \uacbd\uc7c1\ub825\uc744 \uc720\uc9c0\ud558\uae30 \uc704\ud55c \ud575\uc2ec\uc801\uc778 \ucd5c\uc801\ud654 \ubc29\uc548\uc73c\ub85c \ud074\ub85c\ub4dc \uc624\ud478\uc2a4 4.7<\/a>.<\/p>\n\n\n\n

\ub9c8\uc9c0\ub9c9\uc73c\ub85c, DeepSeek\uc5d0 \ub4dc\ub9ac\ub294 \uc870\uc5b8 \ud55c \uac00\uc9c0: \uc11c\ub458\ub7ec \ucd9c\uc2dc\ud574 \uc8fc\uc138\uc694 V4<\/strong> \ubc8c\uc368. \ub2e4\ub4e4 \uc870\ubc14\uc2ec\uc744 \ub0b4\uace0 \uc788\uc5b4\uc694.<\/p>\n\n\n\n

<\/p>","protected":false},"excerpt":{"rendered":"

Just now, DeepSeek\u2019s GitHub started updating frequently. It launched and open-sourced a new repository, Tile Kernels, and at the same time updated the DeepEP repository, bringing DeepEP V2 online. It has been less than a week since DeepSeek quietly updated Mega MoE and FP4 Indexer last time. DeepSeek Tile Kernels Link: https:\/\/github.com\/deepseek-ai\/TileKernels According to the […]<\/p>\n","protected":false},"author":1,"featured_media":2567,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_seopress_robots_primary_cat":"none","_seopress_titles_title":"%%post_title%%","_seopress_titles_desc":"DeepSeek releases Tile Kernels and DeepEP V2 with faster expert parallelism, 1.3\u00d7 performance boost, and major GPU efficiency gains.","_seopress_robots_index":"","_uag_custom_page_level_css":"","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":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[2,10],"tags":[],"class_list":["post-2564","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-news","category-llm"],"uagb_featured_image_src":{"full":["https:\/\/deepinsightai.io\/wp-content\/uploads\/2026\/04\/deepseek.png",786,520,false],"thumbnail":["https:\/\/deepinsightai.io\/wp-content\/uploads\/2026\/04\/deepseek-150x150.png",150,150,true],"medium":["https:\/\/deepinsightai.io\/wp-content\/uploads\/2026\/04\/deepseek-300x198.png",300,198,true],"medium_large":["https:\/\/deepinsightai.io\/wp-content\/uploads\/2026\/04\/deepseek-768x508.png",768,508,true],"large":["https:\/\/deepinsightai.io\/wp-content\/uploads\/2026\/04\/deepseek.png",786,520,false],"1536x1536":["https:\/\/deepinsightai.io\/wp-content\/uploads\/2026\/04\/deepseek.png",786,520,false],"2048x2048":["https:\/\/deepinsightai.io\/wp-content\/uploads\/2026\/04\/deepseek.png",786,520,false],"trp-custom-language-flag":["https:\/\/deepinsightai.io\/wp-content\/uploads\/2026\/04\/deepseek-18x12.png",18,12,true]},"uagb_author_info":{"display_name":"Claude Carter","author_link":"https:\/\/deepinsightai.io\/ko\/author\/cloud-han03gmail-com\/"},"uagb_comment_info":0,"uagb_excerpt":"Just now, DeepSeek\u2019s GitHub started updating frequently. 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DeepSeek Tile Kernels Link: https:\/\/github.com\/deepseek-ai\/TileKernels According to the…","_links":{"self":[{"href":"https:\/\/deepinsightai.io\/ko\/wp-json\/wp\/v2\/posts\/2564","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/deepinsightai.io\/ko\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/deepinsightai.io\/ko\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/deepinsightai.io\/ko\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/deepinsightai.io\/ko\/wp-json\/wp\/v2\/comments?post=2564"}],"version-history":[{"count":1,"href":"https:\/\/deepinsightai.io\/ko\/wp-json\/wp\/v2\/posts\/2564\/revisions"}],"predecessor-version":[{"id":2571,"href":"https:\/\/deepinsightai.io\/ko\/wp-json\/wp\/v2\/posts\/2564\/revisions\/2571"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/deepinsightai.io\/ko\/wp-json\/wp\/v2\/media\/2567"}],"wp:attachment":[{"href":"https:\/\/deepinsightai.io\/ko\/wp-json\/wp\/v2\/media?parent=2564"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/deepinsightai.io\/ko\/wp-json\/wp\/v2\/categories?post=2564"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/deepinsightai.io\/ko\/wp-json\/wp\/v2\/tags?post=2564"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}