{"id":23550,"date":"2025-04-05T15:46:40","date_gmt":"2025-04-05T06:46:40","guid":{"rendered":"https:\/\/about.fb.com\/ko\/?p=23550"},"modified":"2025-04-10T16:31:53","modified_gmt":"2025-04-10T07:31:53","slug":"the-llama-4-herd-the-beginning-of-a-new-era-of-natively-multimodal-ai-innovation","status":"publish","type":"post","link":"https:\/\/about.fb.com\/ko\/news\/2025\/04\/the-llama-4-herd-the-beginning-of-a-new-era-of-natively-multimodal-ai-innovation\/","title":{"rendered":"Llama 4 \uc2dc\ub9ac\uc988: \uba40\ud2f0\ubaa8\ub2ec AI \ud601\uc2e0\uc758 \uc0c8\ub85c\uc6b4 \uc2dc\ub300\ub97c \uc5f4\ub2e4"},"content":{"rendered":"<p><i><span style=\"font-weight: 400\">*\uc601\uc5b4 \uc6d0\ubb38 <\/span><\/i><a href=\"https:\/\/ai.meta.com\/blog\/llama-4-multimodal-intelligence\/\"><i><span style=\"font-weight: 400\">\ubcf4\uae30<\/span><\/i><\/a><\/p>\n<p><strong>\uc8fc\uc694 \ub0b4\uc6a9<\/strong><\/p>\n<ul>\n<li style=\"font-weight: 400\"><span style=\"font-weight: 400\">Meta\ub294 \ub354\uc6b1 \uac1c\uc778\ud654\ub41c \uba40\ud2f0\ubaa8\ub2ec \uacbd\ud5d8\uc744 \uad6c\ucd95\ud560 \uc218 \uc788\ub294 Llama 4 \uc2dc\ub9ac\uc988\uc758 \uccab \ubc88\uc9f8 \ubaa8\ub378\ub4e4\uc744 \uacf5\uac1c\ud569\ub2c8\ub2e4.\u00a0<\/span><\/li>\n<li style=\"font-weight: 400\"><span style=\"font-weight: 400\">Llama 4 Scout\ub294 170\uc5b5 \uac1c\uc758 \ud65c\uc131 \ub9e4\uac1c\ubcc0\uc218(\ud30c\ub77c\ubbf8\ud130)\uc640 16\uac1c\uc758 \uc804\ubb38\uac00\ub85c \uad6c\uc131\ub41c \ubaa8\ub378\ub85c, \ub3d9\uae09 \ubaa8\ub378 \uc911 \ucd5c\uace0\uc758 \uba40\ud2f0\ubaa8\ub2ec \ubaa8\ub378\uc785\ub2c8\ub2e4. \uc774\uc804 \uc138\ub300\uc758 Llama \ubaa8\ub378\ubcf4\ub2e4 \ub354 \uac15\ub825\ud558\uba74\uc11c\ub3c4 \ub2e8\uc77c NVDIA H100 GPU\uc5d0\uc11c \uc2e4\ud589\uc774 \uac00\ub2a5\ud569\ub2c8\ub2e4. \ub610\ud55c, Llama 4 Scout\ub294 \uc5c5\uacc4 \ucd5c\uace0 \uc218\uc900\uc778 1,000\ub9cc \ud1a0\ud070 \uaddc\ubaa8\uc758 \ucee8\ud14d\uc2a4\ud2b8 \uc708\ub3c4\uc6b0(Context window)\ub97c \uc81c\uacf5\ud558\uba70, \ub2e4\uc591\ud55c \ubca4\uce58\ub9c8\ud06c\uc5d0\uc11c Gemma 3, Gemini 2.0 Flash-Lite, Mistral 3.1\ubcf4\ub2e4 \ub354 \ub6f0\uc5b4\ub09c \uc131\ub2a5\uc744 \ubcf4\uc5ec\uc90d\ub2c8\ub2e4.<\/span><\/li>\n<li style=\"font-weight: 400\"><span style=\"font-weight: 400\">Llama 4 Maverick\uc740 170\uc5b5 \uac1c\uc758 \ud65c\uc131 \ub9e4\uac1c\ubcc0\uc218\uc640 128\uac1c\uc758 \uc804\ubb38\uac00\ub97c \uac16\ucd98 \ubaa8\ub378\ub85c, \ub2e4\uc591\ud55c \ubca4\uce58\ub9c8\ud06c\uc5d0\uc11c GPT-4o \ubc0f Gemini 2.0 Flash\ub97c \ub2a5\uac00\ud558\uace0, DeepSeek v3\uc640 \uc720\uc0ac\ud55c \uc218\uc900\uc758 \ucd94\ub860 \ubc0f \ucf54\ub529 \uc131\ub2a5\uc744 \uc808\ubc18 \uc774\ud558\uc758 \ud65c\uc131 \ub9e4\uac1c\ubcc0\uc218\ub85c \ub2ec\uc131\ud558\ub294 \ub3d9\uae09 \ucd5c\uace0\uc758 \uba40\ud2f0\ubaa8\ub2ec \ubaa8\ub378\uc785\ub2c8\ub2e4. \ub610\ud55c, \ube44\uc6a9 \ub300\ube44 \uc5c5\uacc4 \ucd5c\uace0 \uc218\uc900\uc758 \uc131\ub2a5\uc744 \uc81c\uacf5\ud558\uba70, \uc774 \ubaa8\ub378\uc758 \uc2e4\ud5d8\uc6a9 \ucc57 \ubc84\uc804\uc740 <\/span><a href=\"https:\/\/lmarena.ai\/leaderboard\"><span style=\"font-weight: 400\">LMArena<\/span><\/a><span style=\"font-weight: 400\">\uc5d0\uc11c ELO 1417\uc810\uc744 \uae30\ub85d\ud588\uc2b5\ub2c8\ub2e4.<\/span><\/li>\n<li style=\"font-weight: 400\"><span style=\"font-weight: 400\">\uc774 \ubaa8\ub378\ub4e4\uc740 Llama 4 Behemoth\uc5d0\uc11c \uc99d\ub958(distillation)\ub97c \ud1b5\ud574 \ud0c4\uc0dd\ud588\uc2b5\ub2c8\ub2e4. Llama 4 Behemoth\ub294 2880\uc5b5 \uac1c\uc758 \ud65c\uc131 \ub9e4\uac1c\ubcc0\uc218\uc640 16\uac1c\uc758 \uc804\ubb38\uac00\ub85c \uad6c\uc131\ub41c, \ud604\uc874\ud558\ub294 Meta\uc758 \uac00\uc7a5 \uac15\ub825\ud55c, \uadf8\ub9ac\uace0 \uc138\uacc4\uc801\uc73c\ub85c\ub3c4 \uac00\uc7a5 \uc9c0\ub2a5\uc801\uc778 \ub300\uaddc\ubaa8 \uc5b8\uc5b4 \ubaa8\ub378(LLM) \uc911 \ud558\ub098\uc785\ub2c8\ub2e4. Llama 4 Behemoth\ub294 \uc5ec\ub7ec STEM(\uacfc\ud559, \uae30\uc220, \uacf5\ud559, \uc218\ud559) \ubca4\uce58\ub9c8\ud06c\uc5d0\uc11c GPT-4.5, Claude Sonnet 3.7, Gemini 2.0 Pro\ub97c \ub2a5\uac00\ud558\ub294 \uc131\ub2a5\uc744 \ubcf4\uc785\ub2c8\ub2e4. \ud604\uc7ac Llama 4 Behemoth\ub294 \ud6c8\ub828 \uc911\uc774\uba70, \uc774\uc5d0 \ub300\ud55c \ub354 \ub9ce\uc740 \uc815\ubcf4\ub97c \ucd94\ud6c4 \uacf5\uc720\ud560 \uc608\uc815\uc785\ub2c8\ub2e4.<\/span><\/li>\n<li style=\"font-weight: 400\">Llama 4 Scout\uc640 Llama 4 Maverick \ubaa8\ub378\uc740 \uc624\ub298\ubd80\ud130 <a href=\"https:\/\/www.llama.com\/llama-downloads\/\">llama.com<\/a>\uacfc<a href=\"https:\/\/huggingface.co\/meta-llama\"> Hugging Face<\/a>\uc5d0\uc11c \ub2e4\uc6b4\ub85c\ub4dc\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub610\ud55c, Llama 4\ub85c \uad6c\ucd95\ub41c Meta AI\ub97c WhatsApp, Messenger, Instagram DM, \uadf8\ub9ac\uace0<a href=\"https:\/\/meta.ai\/\"> \uc6f9\uc5d0\uc11c<\/a> \uc9c1\uc811 \uccb4\ud5d8\ud574 \ubcf4\uc138\uc694.<\/li>\n<\/ul>\n<p><span style=\"font-weight: 400\">\uc810\uc810 \ub354 \ub9ce\uc740 \uc0ac\ub78c\ub4e4\uc774 \uc77c\uc0c1 \uc18d\uc5d0\uc11c \uc778\uacf5\uc9c0\ub2a5\uc744 \ud65c\uc6a9\ud558\uac8c \ub418\uba74\uc11c, \ub204\uad6c\ub098 \uac1c\uc778\ud654\ub41c \uacbd\ud5d8\uc744 \uad6c\ucd95\ud560 \uc218 \uc788\ub3c4\ub85d \uc120\ub3c4\uc801\uc778 \ubaa8\ub378\uacfc \uc2dc\uc2a4\ud15c\uc744 \uac1c\ubc29\ud558\ub294 \uac83\uc774 \uc911\uc694\ud574\uc84c\uc2b5\ub2c8\ub2e4. \uc624\ub298, Meta\ub294<\/span><a href=\"https:\/\/www.llama.com\/\"> <span style=\"font-weight: 400\">Llama<\/span><\/a><span style=\"font-weight: 400\"> \uc0dd\ud0dc\uacc4\ub97c \uc804\ubc18\uc801\uc73c\ub85c \uc9c0\uc6d0\ud558\ub294 \uac00\uc7a5 \uc9c4\ubcf4\ub41c \ubaa8\ub378 \uc81c\ud488\uad70\uc744 \ubc1c\ud45c\ud558\uac8c \ub418\uc5b4 \uae30\uc069\ub2c8\ub2e4. \uc800\ud76c\ub294 \uc804\ub840 \uc5c6\ub294 \ucee8\ud14d\uc2a4\ud2b8 \uae38\uc774\ub97c \uc9c0\uc6d0\ud558\ub294 \ucd5c\ucd08\uc758 \uc624\ud508 \uc6e8\uc774\ud2b8(open-weight) \uae30\ubc18 \uba40\ud2f0\ubaa8\ub2ec \ubaa8\ub378\uc774\uc790, \ucc98\uc74c\uc73c\ub85c \uc804\ubb38\uac00 \ud63c\ud569(Mixture-of-Experts, MoE) \uc544\ud0a4\ud14d\ucc98\ub85c \uad6c\ucd95\ub41c \ubaa8\ub378\uc778 Llama 4 Scout\uc640 Llama 4 Maverick\uc744 \uc18c\uac1c\ud569\ub2c8\ub2e4.\u00a0 \ub610\ud55c, \uc138\uacc4\uc5d0\uc11c \uac00\uc7a5 \ub611\ub611\ud55c \ub300\uaddc\ubaa8 \uc5b8\uc5b4 \ubaa8\ub378 \uc911 \ud558\ub098\uc774\uc790 \uc9c0\uae08\uae4c\uc9c0 Meta\uac00 \uac1c\ubc1c\ud55c \ubaa8\ub378 \uc911 \uac00\uc7a5 \uac15\ub825\ud55c Llama 4 Behemoth\uc758 \ud504\ub9ac\ubdf0\ub3c4 \ud568\uaed8 \uacf5\uac1c\ud569\ub2c8\ub2e4. \uc774 \ubaa8\ub378\uc740 \uc2e0\uaddc Llama 4 \ubaa8\ub378\ub4e4\uc758 \uad50\uc0ac \uc5ed\ud560\uc744 \uc218\ud589\ud569\ub2c8\ub2e4.<\/span><\/p>\n<p><span style=\"font-weight: 400\">\uc774 Llama 4 \ubaa8\ub378\ub4e4\uc740 Llama \uc0dd\ud0dc\uacc4\uc758 \uc0c8\ub85c\uc6b4 \uc2dc\ub300\ub97c \uc5ec\ub294 \uc2e0\ud638\ud0c4\uc785\ub2c8\ub2e4. Meta\ub294 Llama 4 \uc2dc\ub9ac\uc988\uc5d0\uc11c \ub450 \uac00\uc9c0 \uace0\ud6a8\uc728 \ubaa8\ub378, Llama 4 Scout\uc640 Llama 4 Maverick\uc744 \uc124\uacc4\ud588\uc2b5\ub2c8\ub2e4. Llama 4 Scout\ub294 170\uc5b5 \uac1c\uc758 \ud65c\uc131 \ub9e4\uac1c\ubcc0\uc218\uc640 16\uac1c\uc758 \uc804\ubb38\uac00\ub85c \uad6c\uc131\ub41c \ubaa8\ub378\uc774\uba70, Int4 \uc591\uc790\ud654\ub97c \ud1b5\ud574 \ub2e8\uc77c H100 GPU\uc5d0\uc11c\ub3c4 \uad6c\ub3d9 \uac00\ub2a5\ud569\ub2c8\ub2e4. Llama 4 Maverick\uc740 170\uc5b5 \uac1c\uc758 \ud65c\uc131 \ub9e4\uac1c\ubcc0\uc218\uc640 128\uac1c\uc758 \uc804\ubb38\uac00\ub97c \uac16\ucd98 \ubaa8\ub378\uc774\uba70, \ub2e8\uc77c H100 \ud638\uc2a4\ud2b8\uc5d0\uc11c \uc2e4\ud589\ub429\ub2c8\ub2e4. \ub610\ud55c, Meta\ub294 \uc774\ub4e4\uc758 \uad50\uc0ac \uc5ed\ud560\uc744 \ud558\ub294 Llama 4 Behemoth\ub77c\ub294 \ubaa8\ub378\ub3c4 \ud6c8\ub828\ud588\uc2b5\ub2c8\ub2e4. \uc774 \ubaa8\ub378\uc740 MATH-500, GPQA Diamond\uc640 \uac19\uc740 STEM \uc911\uc2ec \ubca4\uce58\ub9c8\ud06c\uc5d0\uc11c GPT-4.5, Claude Sonnet 3.7, Gemini 2.0 Pro\ub97c \ub2a5\uac00\ud558\ub294 \uc131\ub2a5\uc744 \ubcf4\uc785\ub2c8\ub2e4. Llama 4 Behemoth\ub294 \uc544\uc9c1 \ud6c8\ub828 \uc911\uc774\uae30 \ub54c\ubb38\uc5d0 \ucd9c\uc2dc\ud558\uc9c0 \uc54a\uc558\uc9c0\ub9cc, Meta\uc758 \uae30\uc220\uc801 \uc811\uadfc \ubc29\uc2dd\uc5d0 \ub300\ud55c \ub354 \ub9ce\uc740 \uc815\ubcf4\ub97c \uacf5\uc720\ud560 \uc218 \uc788\uac8c \ub418\uc5b4 \uae30\uc069\ub2c8\ub2e4.<\/span><\/p>\n<p><span style=\"font-weight: 400\">\uc800\ud76c\ub294 \uc5ec\uc804\ud788 \uac1c\ubc29\uc131\uc774 \ud601\uc2e0\uc744 \uc774\ub04c\uace0, \uc774\ub294 \uac1c\ubc1c\uc790, Meta, \uadf8\ub9ac\uace0 \uc138\uc0c1 \ubaa8\ub450\uc5d0\uac8c\ub3c4 \uc774\ub85c\uc6b4 \ubc29\ud5a5\uc774\ub77c\uace0 \ubbff\uc2b5\ub2c8\ub2e4. \ub204\uad6c\ub098 \ucd5c\uc2e0 \uae30\uc220\uc744 \ud65c\uc6a9\ud574 \uc0c8\ub85c\uc6b4 \uacbd\ud5d8\uc744 \uacc4\uc18d \uad6c\ucd95\ud574\ub098\uac08 \uc218 \uc788\ub3c4\ub85d \ub3d5\uae30 \uc704\ud574 \uc624\ub298\ubd80\ud130<\/span><a href=\"https:\/\/www.llama.com\/llama-downloads\/\"> <span style=\"font-weight: 400\">llama.com<\/span><\/a><span style=\"font-weight: 400\">\uacfc<\/span><a href=\"https:\/\/huggingface.co\/meta-llama\"> <span style=\"font-weight: 400\">Hugging Face<\/span><\/a><span style=\"font-weight: 400\">\uc5d0\uc11c Llama 4 Scout\uc640 Llama 4 Maverick\uc744 \ub2e4\uc6b4\ub85c\ub4dc\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc55e\uc73c\ub85c \uba70\uce60 \ub0b4\uc5d0 Meta\uc758 \uc8fc\uc694 \ud30c\ud2b8\ub108\ub4e4\uc744 \ud1b5\ud574\uc11c\ub3c4 \uc774 \ub450 \uac00\uc9c0 \ubaa8\ub378\ub4e4\uc744 \uc81c\uacf5\ud560 \uc608\uc815\uc785\ub2c8\ub2e4. \ub610\ud55c, \uc624\ub298\ubd80\ud130 WhatsApp, Messenger, Instagram DM,<\/span><a href=\"https:\/\/meta.ai\/\"> <span style=\"font-weight: 400\">Meta.AI<\/span><\/a><span style=\"font-weight: 400\"> \uc6f9\uc0ac\uc774\ud2b8\uc5d0\uc11c Llama 4 \uae30\ubc18\uc758 Meta AI\ub97c \uc9c1\uc811 \uccb4\ud5d8\ud574 \ubcfc \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p><span style=\"font-weight: 400\">\uc774\ub294 Llama 4 \uceec\ub809\uc158\uc758 \uc2dc\uc791\uc5d0 \ubd88\uacfc\ud569\ub2c8\ub2e4. Meta\ub294 \uac00\uc7a5 \uc9c0\ub2a5\uc801\uc778 \uc2dc\uc2a4\ud15c\uc740 \uc77c\ubc18\ud654\ub41c \ud589\ub3d9\uc744 \uc218\ud589\ud558\uace0, \uc0ac\ub78c\ub4e4\uacfc \uc790\uc5f0\uc2a4\ub7fd\uac8c \ub300\ud654\ud558\uba70, \uc774\uc804\uc5d0 \ubcf8 \uc801 \uc5c6\ub294 \uc5b4\ub824\uc6b4 \ubb38\uc81c\ub3c4 \ud574\uacb0\ud560 \uc218 \uc788\uc5b4\uc57c \ud55c\ub2e4\uace0 \ubbff\uc2b5\ub2c8\ub2e4. Llama \ubaa8\ub378\uc5d0 \uc774\ub7ec\ud55c \ub2a5\ub825\uc744 \ubd80\uc5ec\ud558\uba74 Meta\uc758 \ud50c\ub7ab\ud3fc\uc744 \uc0ac\uc6a9\ud558\ub294 \uc0ac\ub78c\ub4e4\uc5d0\uac8c \ub354 \ub098\uc740 \uc81c\ud488\uc744 \uc81c\uacf5\ud558\uace0, \uac1c\ubc1c\uc790\ub4e4\uc5d0\uac8c\ub294 \ucc28\uc138\ub300 \uc18c\ube44\uc790 \ubc0f \ube44\uc988\ub2c8\uc2a4 \ud65c\uc6a9 \uc0ac\ub840\ub97c \ud601\uc2e0\ud560 \uc218 \uc788\ub294 \ub354 \ub9ce\uc740 \uae30\ud68c\ub97c \uc5f4\uc5b4\uc904 \uac83\uc785\ub2c8\ub2e4. \uc800\ud76c\ub294 \uacc4\uc18d\ud574\uc11c \ub450 \ubaa8\ub378\uacfc \uc81c\ud488\uc5d0 \ub300\ud55c \uc5f0\uad6c \ubc0f \ud504\ub85c\ud1a0\ud0c0\uc774\ud551\uc744 \uc9c4\ud589\ud558\uace0 \uc788\uc73c\uba70, \uc800\ud76c\uc758 \ube44\uc804\uc744 \uc624\ub294 4\uc6d4 29\uc77c\uc5d0 \uc5f4\ub9ac\ub294 \ub77c\ub9c8\ucf58(LlamaCon)\uc5d0\uc11c \ub354 \uc790\uc138\ud788 \uacf5\uc720\ud560 \uc608\uc815\uc785\ub2c8\ub2e4.<\/span><a href=\"https:\/\/www.llama.com\/events\/llamacon\/signup\/\"><span style=\"font-weight: 400\"> \uc9c0\uae08 \ub77c\ub9c8\ucf58 \uc54c\ub9bc \uc124\uc815\uc744 \uc2e0\uccad\ud558\uace0 \ub354 \ub9ce\uc740 \uc815\ubcf4\ub97c \ud655\uc778\ud558\uc138\uc694.<\/span><\/a><\/p>\n<p><span style=\"font-weight: 400\">\uc5ec\ub7ec\ubd84\uc774 \uc800\ud76c \ubaa8\ub378\uc744 \uae30\ubc18\uc73c\ub85c \uac1c\ubc1c\ud558\ub294 \uac1c\ubc1c\uc790\uc774\ub4e0, \uc5c5\ubb34 \ud504\ub85c\uc138\uc2a4\uc5d0 Meta\uc758 \ubaa8\ub378\uc744 \ud1b5\ud569\ud558\ub824\ub294 \uae30\uc5c5\uc774\ub4e0, \ud639\uc740 \ub2e8\uc21c\ud788 AI\uc758 \uc7a0\uc7ac\uc801\uc778 \ud65c\uc6a9\uacfc \uc774\uc810\uc5d0 \ub300\ud574 \uad81\uae08\ud55c \uc0ac\ub78c\uc774\ub4e0, Llama 4 Scout\uc640 Llama 4 Maverick\uc740 \uc81c\ud488\uc5d0 \ucc28\uc138\ub300 \uc9c0\ub2a5\uc744 \ub354 \ud560 \uc218 \uc788\ub294 \uac00\uc7a5 \ucd5c\uace0\uc758 \uc120\ud0dd\uc785\ub2c8\ub2e4. \uc624\ub298, \uc800\ud76c\ub294 \uc774 \ubaa8\ub378\ub4e4\uc758 \uac1c\ubc1c \uacfc\uc815\uc5d0\uc11c \ud575\uc2ec\uc774 \ub418\ub294 4\uac00\uc9c0 \uc8fc\uc694 \uc694\uc18c\uc640 \uc5f0\uad6c \ubc0f \uc124\uacc4 \uacfc\uc815\uc5d0 \ub300\ud55c \uc778\uc0ac\uc774\ud2b8\ub97c \uacf5\uc720\ud558\uac8c \ub418\uc5b4 \uae30\uc069\ub2c8\ub2e4. \ub610\ud55c, \ucee4\ubba4\ub2c8\ud2f0\uac00 \uc0c8\ub85c\uc6b4 Llama 4 \ubaa8\ub378\uc744 \ud65c\uc6a9\ud574 \uc5b4\ub5a4 \ub180\ub77c\uc6b4 \uacbd\ud5d8\uc744 \ub9cc\ub4e4\uc5b4\ub0bc\uc9c0 \ubc8c\uc368\ubd80\ud130 \uae30\ub300\uac00 \ub429\ub2c8\ub2e4.<\/span><\/p>\n<h4><b>\uc0ac\uc804 \ud559\uc2b5<\/b><\/h4>\n<p><span style=\"font-weight: 400\">\uc774\ubc88 Llama 4 \ubaa8\ub378\ub4e4\uc740 Llama \uc2dc\ub9ac\uc988\uc758 \uc815\uc218\ub97c \ubcf4\uc5ec\uc8fc\uba70, \ud06c\uae30\uac00 \ud6e8\uc52c \ud070 \ubaa8\ub378\ub4e4\uc744 \ub2a5\uac00\ud558\ub294 \ub6f0\uc5b4\ub09c \uba40\ud2f0\ubaa8\ub2ec \uc131\ub2a5\uc744 \uacbd\uc7c1\ub825 \uc788\ub294 \ube44\uc6a9\uc5d0 \uc81c\uacf5\ud569\ub2c8\ub2e4. \ucc28\uc138\ub300 Llama \ubaa8\ub378\uc744 \uad6c\ucd95\ud558\uae30 \uc704\ud574 Meta\ub294 \uc0ac\uc804 \ud559\uc2b5(pre-training) \uacfc\uc815\uc5d0\uc11c \uc5ec\ub7ec \uac00\uc9c0 \uc0c8\ub85c\uc6b4 \uc811\uadfc \ubc29\uc2dd\uc744 \ub3c4\uc785\ud574\uc57c \ud588\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p><span style=\"font-weight: 400\">\uc0c8\ub86d\uac8c \uc120\ubcf4\uc774\ub294 Llama 4 \ubaa8\ub378\uc740 Meta\uac00 \ucc98\uc74c\uc73c\ub85c \uc804\ubb38\uac00 \ud63c\ud569(MoE) \uc544\ud0a4\ud14d\ucc98\ub97c \uc801\uc6a9\ud55c \ubaa8\ub378\uc785\ub2c8\ub2e4. MoE \uad6c\uc870\uc5d0\uc11c\ub294 \ud558\ub098\uc758 \ud1a0\ud070\uc774 \uc804\uccb4 \ub9e4\uac1c\ubcc0\uc218 \uc911 \uc77c\ubd80\ub9cc\uc744 \ud65c\uc131\ud654\ud569\ub2c8\ub2e4. \ub355\ubd84\uc5d0 MoE \uc544\ud0a4\ud14d\ucc98\ub294 \ud559\uc2b5\uacfc \ucd94\ub860 \uce21\uba74\uc5d0\uc11c \ubcf4\ub2e4 \ud6a8\uc728\uc801\uc778 \uc5f0\uc0b0\uc774 \uac00\ub2a5\ud558\uba70, \ub3d9\uc77c\ud55c \ud559\uc2b5 \ud50c\ub86d\uc2a4(FLoating point OPerations, FLOPs) \uc608\uc0b0 \ub0b4\uc5d0\uc11c \ubc00\uc9d1\ud615(dense) \ubaa8\ub378\uc5d0 \ube44\ud574 \ub354 \ub192\uc740 \ud488\uc9c8\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/span><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-large\" src=\"https:\/\/scontent-ssn1-1.xx.fbcdn.net\/v\/t39.2365-6\/488655517_650996354186993_1043942188415715102_n.png?_nc_cat=105&amp;ccb=1-7&amp;_nc_sid=e280be&amp;_nc_ohc=FOet0LDuVckQ7kNvwGfEDQT&amp;_nc_oc=AdnzQ-N0LHHWxqavF5zyrhkPNhyOANtlbXDo-eMlPBOckW41pEGK3aRAkCLdkaF8lYQ&amp;_nc_zt=14&amp;_nc_ht=scontent-ssn1-1.xx&amp;_nc_gid=m5mRU3y5ln-WGWNGF8y1jQ&amp;oh=00_AfFAfsHUb6OYNDp5_Bxdgz2Wm7Y95S9N_emU4SigMWkipQ&amp;oe=6811C580\" width=\"1920\" height=\"1308\" \/><\/p>\n<p><span style=\"font-weight: 400\">\uc608\ub97c \ub4e4\uc5b4, Llama 4 Maverick \ubaa8\ub378\uc740 170\uc5b5 \uac1c\uc758 \ud65c\uc131 \ub9e4\uac1c\ubcc0\uc218\uc640 \ucd1d 4,000\uc5b5 \uac1c\uc758 \ub9e4\uac1c\ubcc0\uc218\ub97c \uac00\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \ubaa8\ub378\uc740 \ucd94\ub860 \ud6a8\uc728\uc131\uc744 \ub192\uc774\uae30 \uc704\ud574 \ubc00\uc9d1\ud615(dense) \uacc4\uce35\uacfc \uc804\ubb38\uac00 \ud63c\ud569\ud615(MoE) \uacc4\uce35\uc744 \ubc88\uac08\uc544 \uc0ac\uc6a9\ud569\ub2c8\ub2e4. MoE \uacc4\uce35\uc740 128\uac1c\uc758 \ub77c\uc6b0\ud305 \uc804\ubb38\uac00\uc640 \ud558\ub098\uc758 \uacf5\uc720 \uc804\ubb38\uac00\ub97c \uc0ac\uc6a9\ud558\uba70, \uac01 \ud1a0\ud070\uc740 \uacf5\uc720 \uc804\ubb38\uac00\uc640 128\uac1c\uc758 \ub77c\uc6b0\ud305 \uc804\ubb38\uac00 \uc911 \ud558\ub098\uc5d0 \uc804\ub2ec\ub429\ub2c8\ub2e4. \uacb0\uacfc\uc801\uc73c\ub85c \ubaa8\ub4e0 \ub9e4\uac1c\ubcc0\uc218\uac00 \uba54\ubaa8\ub9ac\uc5d0 \uc800\uc7a5\ub418\uc9c0\ub9cc, \uc2e4\uc81c \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud558\ub294 \ub3d9\uc548\uc5d0\ub294 \uc804\uccb4 \ub9e4\uac1c\ubcc0\uc218 \uc911 \uc77c\ubd80\ub9cc\uc774 \ud65c\uc131\ud654\ub429\ub2c8\ub2e4. \uc774\ub85c \uc778\ud574 \ubaa8\ub378 \uc11c\ube44\uc2a4 \ube44\uc6a9\uacfc \uc9c0\uc5f0 \uc2dc\uac04\uc774 \uc904\uc5b4\ub4e4\uc5b4, \ucd94\ub860 \ud6a8\uc728\uc131\uc774 \ud5a5\uc0c1\ub429\ub2c8\ub2e4. Llama 4 Maverick\uc740 \ub2e8\uc77c NVIDIA H100 DGX \ud638\uc2a4\ud2b8\uc5d0\uc11c \uc27d\uac8c \ubc30\ud3ec\ud560 \uc218 \uc788\uc73c\uba70, \ubd84\uc0b0 \ucd94\ub860\uc744 \ud1b5\ud574 \ucd5c\ub300\uc758 \ud6a8\uc728\uc131\uc744 \ub2ec\uc131\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p><span style=\"font-weight: 400\">Llama 4 \ubaa8\ub378\uc740 \uae30\ubcf8\uc801\uc73c\ub85c \uba40\ud2f0\ubaa8\ub2ec \uae30\ub2a5\uc744 \uace0\ub824\ud574 \uc124\uacc4\ub418\uc5c8\uc73c\uba70, \ucd08\uae30 \uc735\ud569(early fusion) \ubc29\uc2dd\uc744 \ud1b5\ud574 \ud14d\uc2a4\ud2b8\uc640 \ube44\uc804 \ud1a0\ud070\uc744 \ud558\ub098\uc758 \ud1b5\ud569\ub41c \ubaa8\ub378 \ubc31\ubcf8\uc5d0 \uc790\uc5f0\uc2a4\ub7fd\uac8c \ud1b5\ud569\ud569\ub2c8\ub2e4. \ucd08\uae30 \uc735\ud569\uc740 \uc911\uc694\ud55c \uc9c4\uc804\uc73c\ub85c, \uc774\ub97c \ud1b5\ud574 \ub77c\ubca8\uc774 \uc5c6\ub294 \ub300\ub7c9\uc758 \ud14d\uc2a4\ud2b8, \uc774\ubbf8\uc9c0, \uc601\uc0c1 \ub370\uc774\ud130\ub97c \ud568\uaed8 \uc0ac\uc804 \ud559\uc2b5\ud560 \uc218 \uc788\uac8c \ud574\uc90d\ub2c8\ub2e4. \ub610\ud55c Meta\ub294 Llama 4\uc758 \ube44\uc804 \uc778\ucf54\ub354\ub3c4 \uac1c\uc120\ud588\uc2b5\ub2c8\ub2e4. \uc774 \uc778\ucf54\ub354\ub294 MetaCLIP\uc744 \uae30\ubc18\uc73c\ub85c \ud558\uc9c0\ub9cc, LLM\uc5d0 \ub354 \uc798 \uc801\uc751\ud560 \uc218 \uc788\ub3c4\ub85d \uace0\uc815\ub41c(frozen) Llama \ubaa8\ub378\uacfc \ud568\uaed8 \ubcc4\ub3c4\ub85c \ud559\uc2b5\ub418\uc5c8\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p><span style=\"font-weight: 400\">Meta\ub294 MetaP\ub77c\ub294 \uc0c8\ub85c\uc6b4 \ud559\uc2b5 \uae30\ubc95\uc744 \uac1c\ubc1c\ud588\uc2b5\ub2c8\ub2e4. \uc774 \uae30\ubc95\uc740 \uacc4\uce35\ubcc4 \ud559\uc2b5\ub960\uc774\ub098 \ucd08\uae30\ud654 \ucc99\ub3c4 \ub4f1 \uc8fc\uc694 \ubaa8\ub378 \ud558\uc774\ud37c \ud30c\ub77c\ubbf8\ud130(hyper-parameter)\ub97c \uc548\uc815\uc801\uc73c\ub85c \uc124\uc815\ud560 \uc218 \uc788\ub3c4\ub85d \ud574\uc90d\ub2c8\ub2e4.\u00a0 \ub610\ud55c, \uc774\ub807\uac8c \uc124\uc815\ud55c \ud558\uc774\ud37c \ud30c\ub77c\ubbf8\ud130\ub4e4\uc740 \ubc30\uce58 \ud06c\uae30(batch size), \ubaa8\ub378\uc758 \ud3ed\uacfc \uae4a\uc774, \ud559\uc2b5 \ud1a0\ud070 \uc218\uac00 \ub2ec\ub77c\uc838\ub3c4 \uc798 \uc791\ub3d9\ud55c\ub2e4\ub294 \uac83\uc744 \ud655\uc778\ud588\uc2b5\ub2c8\ub2e4. Llama 4\ub294 200\uac1c \uc5b8\uc5b4\ub85c \uc0ac\uc804 \ud559\uc2b5\ub418\uc5c8\uc73c\uba70, \uc774 \uc911 100\uac1c \uc774\uc0c1\uc758 \uc5b8\uc5b4\ub294 \uac01\uac01 10\uc5b5 \uac1c \uc774\uc0c1\uc758 \ud1a0\ud070\uc744 \ud3ec\ud568\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc804\uccb4\uc801\uc73c\ub85c Llama 3\ubcf4\ub2e4 10\ubc30 \uc774\uc0c1 \ub9ce\uc740 \ub2e4\uad6d\uc5b4 \ud1a0\ud070\uc744 \uae30\ubc18\uc73c\ub85c \ud574, \ub354 \ud6a8\uacfc\uc801\uc778 \uc624\ud508\uc18c\uc2a4 \ud30c\uc778\ud29c\ub2dd\uc744 \uac00\ub2a5\ud558\uac8c \ud569\ub2c8\ub2e4.<\/span><\/p>\n<p><span style=\"font-weight: 400\">\ucd94\uac00\ub85c, Meta\ub294 FP8 \uc815\ubc00\ub3c4(FP8 precision)\ub97c \uc0ac\uc6a9\ud574 \ud488\uc9c8 \uc800\ud558 \uc5c6\uc774 \ub192\uc740 FLOPs \ud65c\uc6a9\ub960\uc744 \ub2ec\uc131\ud558\uba70 \ubaa8\ub378 \ud559\uc2b5\uc758 \ud6a8\uc728\uc744 \ub192\uc600\uc2b5\ub2c8\ub2e4. FP8\uacfc 32K GPU\ub97c \ud65c\uc6a9\ud574 Llama 4 Behemoth \ubaa8\ub378\uc744 \uc0ac\uc804 \ud559\uc2b5\ud560 \ub54c, \uc800\ud76c\ub294 GPU\ub2f9 390 TFLOPs\uc758 \uc131\ub2a5\uc744 \ub2ec\uc131\ud588\uc2b5\ub2c8\ub2e4. \ud559\uc2b5\uc5d0 \uc0ac\uc6a9\ub41c \uc804\uccb4 \ub370\uc774\ud130 \ubbf9\uc2a4\ub294 30\uc870 \uac1c \uc774\uc0c1\uc758 \ud1a0\ud070\uc73c\ub85c \uad6c\uc131\ub418\uc5b4 \uc788\uc73c\uba70, \uc774\ub294 Llama 3\uc758 \uc0ac\uc804 \ud559\uc2b5 \ub370\uc774\ud130 \uad6c\uc131\ubcf4\ub2e4 \ub450 \ubc30 \uc774\uc0c1 \ub9ce\uc740 \uc591\uc785\ub2c8\ub2e4. \uc774 \ub370\uc774\ud130\uc5d0\ub294 \ub2e4\uc591\ud55c \ud14d\uc2a4\ud2b8, \uc774\ubbf8\uc9c0, \uc601\uc0c1 \ub370\uc774\ud130\uc14b\uc774 \ud3ec\ud568\ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p><span style=\"font-weight: 400\">Meta\ub294 \ubaa8\ub378\uc758 \ud575\uc2ec \uc5ed\ub7c9\uc744 \ub354\uc6b1 \uac15\ud654\ud558\uae30 \uc704\ud574 \u201c\uc911\uac04 \ud559\uc2b5(mid-training)\u201d\uc774\ub77c \ubd80\ub974\ub294 \ub2e8\uacc4\ub97c \ub3c4\uc785\ud588\uc2b5\ub2c8\ub2e4. \uc774 \ub2e8\uacc4\uc5d0\uc11c\ub294 \uae34 \ubb38\ub9e5 \ucc98\ub9ac\ub97c \uc704\ud55c \ud2b9\uc218 \ub370\uc774\ud130\uc14b\uc744 \ud65c\uc6a9\ud55c \uc0c8\ub85c\uc6b4 \ud559\uc2b5 \ub808\uc2dc\ud53c\ub97c \uc801\uc6a9\ud588\uc2b5\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \ubaa8\ub378\uc758 \uc804\ubc18\uc801\uc778 \ud488\uc9c8\uc744 \ub192\uc774\ub294 \ub3d9\uc2dc\uc5d0, Llama 4 Scout\uac00 \uc5c5\uacc4 \ucd5c\uace0 \uc218\uc900\uc778 1,000\ub9cc \ud1a0\ud070\uc758 \uc785\ub825 \ucee8\ud14d\uc2a4\ud2b8 \uae38\uc774\ub97c \uc9c0\uc6d0\ud560 \uc218 \uc788\ub3c4\ub85d \ub9cc\ub4e4 \uc218 \uc788\uc5c8\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<h4><b>\uc2e0\uaddc \ubaa8\ub378\uc5d0 \ub300\ud55c \uc0ac\ud6c4 \ud559\uc2b5<\/b><\/h4>\n<p><span style=\"font-weight: 400\">\uc774\ubc88\uc5d0 \uacf5\uac1c\ub41c \ucd5c\uc2e0 \ubaa8\ub378\ub4e4\uc740 \ub2e4\uc591\ud55c \ud65c\uc6a9 \uc0ac\ub840\uc640 \uac1c\ubc1c\uc790\uc758 \uc694\uad6c\ub97c \ucda9\uc871\ud560 \uc218 \uc788\ub3c4\ub85d, \uc791\uc740 \ubaa8\ub378\ubd80\ud130 \ub300\ud615 \ubaa8\ub378\uae4c\uc9c0 \ud3ed\ub113\uc740 \uc635\uc158\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. Llama 4 Maverick\uc740 \uc774\ubbf8\uc9c0\uc640 \ud14d\uc2a4\ud2b8 \uc774\ud574\uc5d0\uc11c \uc5c5\uacc4 \ucd5c\uace0 \uc218\uc900\uc758 \uc131\ub2a5\uc744 \uc81c\uacf5\ud558\uba70, \uc5b8\uc5b4 \uc7a5\ubcbd\uc744 \ub118\uc5b4\uc11c\ub294 \uc815\uad50\ud55c AI \uc560\ud50c\ub9ac\ucf00\uc774\uc158 \uac1c\ubc1c\uc744 \uac00\ub2a5\ud558\uac8c \ud569\ub2c8\ub2e4. \uc774 \ubaa8\ub378\uc740 \ubc94\uc6a9 \uc5b4\uc2dc\uc2a4\ud134\ud2b8\uc640 \ucc57\ubd07 \ud65c\uc6a9 \uc0ac\ub840\uc5d0\uc11c \ud575\uc2ec \uc5ed\ud560\uc744 \uc218\ud589\ud560 \uc218 \uc788\ub294 \uc8fc\ub825 \ubaa8\ub378\ub85c, \uc815\ubc00\ud55c \uc774\ubbf8\uc9c0 \uc774\ud574\uc640 \ucc3d\uc758\uc801\uc778 \uae00\uc4f0\uae30 \uc791\uc5c5\uc5d0\ub3c4 \ud0c1\uc6d4\ud55c \uc131\ub2a5\uc744 \ubc1c\ud718\ud569\ub2c8\ub2e4.<\/span><\/p>\n<p><span style=\"font-weight: 400\">Llama 4 Maverick \ubaa8\ub378\uc758 \uc0ac\ud6c4 \ud559\uc2b5 \ub2e8\uacc4\uc5d0\uc11c \uac00\uc7a5 \uc5b4\ub824\uc6e0\ub358 \uc810\uc740 \ub2e4\uc591\ud55c \uc785\ub825 \ubaa8\ub2ec\ub9ac\ud2f0(input modalities)\uc640 \ucd94\ub860 \ub2a5\ub825 \ubc0f \ub300\ud654 \ub2a5\ub825\uc758 \uade0\ud615\uc744 \ub9de\ucd94\ub294 \uac83\uc774\uc5c8\uc2b5\ub2c8\ub2e4. \uc774\ub97c \uc704\ud574 \uc800\ud76c\ub294 \uac1c\ubcc4 \ubaa8\ub2ec\ub9ac\ud2f0 \uc804\ubb38\uac00 \ubaa8\ub378\uc5d0 \ube44\ud574 \uc131\ub2a5\uc744 \uc190\ud574 \ubcf4\uc9c0 \uc54a\uc73c\uba74\uc11c \uc774\ub4e4\uc744 \ud1b5\ud569\ud558\uae30 \uc704\ud574 \uc815\uad50\ud558\uac8c \uad6c\uc131\ub41c \uad50\uc721 \ucee4\ub9ac\ud058\ub7fc \uc804\ub7b5\uc744 \uac1c\ubc1c\ud588\uc2b5\ub2c8\ub2e4. Llama 4\uc758 \uc0ac\ud6c4 \ud559\uc2b5 \ud30c\uc774\ud504\ub77c\uc778\uc740 \uae30\uc874\uacfc \ub2e4\ub978 \ubc29\uc2dd\uc73c\ub85c \uad6c\uc131\ub418\uc5b4 \uc788\uc73c\uba70, \uacbd\ub7c9\ud654\ub41c \uac10\ub3c5 \ubbf8\uc138\uc870\uc815(supervised fine-tuning, SFT) \u2192 \uc628\ub77c\uc778 \uac15\ud654 \ud559\uc2b5(reinforcement learning, RL) \u2192 \uacbd\ub7c9\ud654\ub41c \uc9c1\uc811 \uc120\ud638 \ucd5c\uc801\ud654(direct preference optimization, DPO)\uc758 \ub2e8\uacc4\ub85c \uc774\ub8e8\uc5b4\uc9d1\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc5d0\uc11c \uc5bb\uc740 \uc911\uc694\ud55c \uc778\uc0ac\uc774\ud2b8 \uc911 \ud558\ub098\ub294, SFT\uc640 DPO\uac00 \ubaa8\ub378\uc758 \ud0d0\uc0c9 \ub2a5\ub825\uc744 \uacfc\ub3c4\ud558\uac8c \uc81c\uc57d\ud574, \ud2b9\ud788 \ucd94\ub860, \ucf54\ub529, \uc218\ud559 \uc601\uc5ed\uc5d0\uc11c \uc815\ud655\ub3c4\uac00 \ub5a8\uc5b4\uc9c8 \uc218 \uc788\ub2e4\ub294 \uc810\uc774\uc5c8\uc2b5\ub2c8\ub2e4. \uc774\ub97c \ud574\uacb0\ud558\uae30 \uc704\ud574, \uc800\ud76c\ub294 Llama \ubaa8\ub378\uc744 \ud3c9\uac00\uc790\ub85c \ud65c\uc6a9\ud574, \uc26c\uc6b4 \ub370\uc774\ud130\ub85c \ubd84\ub958\ub41c \ub370\uc774\ud130\uc758 50% \uc774\uc0c1\uc744 \uc81c\uac70\ud558\uace0, \ub098\uba38\uc9c0 \ub354 \uc5b4\ub824\uc6b4 \ub370\uc774\ud130\ub9cc\uc744 \ub300\uc0c1\uc73c\ub85c SFT\ub97c \uc218\ud589\ud588\uc2b5\ub2c8\ub2e4. \uc774\ud6c4 \uba40\ud2f0\ubaa8\ub2ec \uc628\ub77c\uc778 \uac15\ud654 \ud559\uc2b5(RL) \ub2e8\uacc4\uc5d0\uc11c\ub294 \uc5b4\ub824\uc6b4 \ud504\ub86c\ud504\ud2b8\ub97c \uc120\ubcc4\ud568\uc73c\ub85c\uc368 \uc131\ub2a5\uc744 \ube44\uc57d\uc801\uc73c\ub85c \ud5a5\uc0c1\uc2dc\ud0ac \uc218 \uc788\uc5c8\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p><span style=\"font-weight: 400\">\ub610\ud55c, \uc9c0\uc18d\uc801\uc778 \uc628\ub77c\uc778 \uac15\ud654 \ud559\uc2b5 \uc804\ub7b5\uc744 \ub3c4\uc785\ud588\uc2b5\ub2c8\ub2e4. \uc774 \uc804\ub7b5\uc740 \ubaa8\ub378\uc744 \ud559\uc2b5\uc2dc\ud0a4\ub294 \ub2e8\uacc4\uc640, \ud559\uc2b5\ub41c \ubaa8\ub378\uc744 \ud65c\uc6a9\ud574 \uc911\uac04\uc5d0\uc11c \uace0\ub09c\ub3c4 \uc218\uc900\uc758 \ud504\ub86c\ud504\ud2b8\ub9cc\uc744 \uc9c0\uc18d\uc801\uc73c\ub85c \ud544\ud130\ub9c1 \ubc0f \uc720\uc9c0\ud558\ub294 \ub2e8\uacc4\ub97c \ubc88\uac08\uc544 \uc218\ud589\ud558\ub294 \ubc29\uc2dd\uc785\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc811\uadfc\uc740 \ucef4\ud4e8\ud305 \uc790\uc6d0\uacfc \uc815\ud655\ub3c4 \uac04\uc758 \uade0\ud615 \uce21\uba74\uc5d0\uc11c \ub9e4\uc6b0 \ud6a8\uacfc\uc801\uc784\uc744 \uc785\uc99d\ud558\uc600\uc2b5\ub2c8\ub2e4. \uc774\ud6c4\uc5d0\ub294 \ubaa8\ub378 \uc751\ub2f5 \ud488\uc9c8\uacfc \uad00\ub828\ub41c \uadf9\ub2e8\uc801\uc778 \uc0ac\ub840\ub4e4(corner cases)\uc744 \ub2e4\ub8e8\uae30 \uc704\ud574 \uacbd\ub7c9\ud654\ub41c DPO \uc808\ucc28\ub97c \uc801\uc6a9\ud588\uc2b5\ub2c8\ub2e4. \uadf8 \uacb0\uacfc, \ubaa8\ub378\uc758 \uc9c0\ub2a5\uacfc \ub300\ud654 \ub2a5\ub825 \uc0ac\uc774\uc5d0\uc11c \uade0\ud615 \uc7a1\ud78c \uc131\ub2a5\uc744 \uc774\ub04c\uc5b4\ub0bc \uc218 \uc788\uc5c8\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ud30c\uc774\ud504\ub77c\uc778 \uad6c\uc870\uc640 \uc801\uc751\ud615 \ub370\uc774\ud130 \ud544\ud130\ub9c1\uc744 \uc801\uc6a9\ud55c \uc9c0\uc18d\uc801\uc778 \uc628\ub77c\uc778 \uac15\ud654 \ud559\uc2b5 \uc804\ub7b5\uc740 \ucd5c\uc885\uc801\uc73c\ub85c \uc5c5\uacc4 \ucd5c\uace0 \uc218\uc900\uc758 \uc9c0\ub2a5\uacfc \uc774\ubbf8\uc9c0 \uc774\ud574 \ub2a5\ub825\uc744 \uac16\ucd98 \ubc94\uc6a9 \ucc57 \ubaa8\ub378\uc744 \uc644\uc131\ud558\ub294\ub370 \uae30\uc5ec\ud588\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p><span style=\"font-weight: 400\">\ubc94\uc6a9 LLM\uc778 Llama 4 Maverick\uc740 170\uc5b5 \uac1c\uc758 \ud65c\uc131 \ub9e4\uac1c\ubcc0\uc218, 128\uac1c\uc758 \uc804\ubb38\uac00, \ucd1d\u00a0 4,000\uc5b5 \uac1c\uc758 \ub9e4\uac1c\ubcc0\uc218\ub85c \uad6c\uc131\ub418\uba70, Llama 3.3 70B \ubaa8\ub378 \ub300\ube44 \ub354 \ub0ae\uc740 \ube44\uc6a9\uc73c\ub85c \ub354 \ub192\uc740 \ud488\uc9c8\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \ub610\ud55c, \ucf54\ub529, \ucd94\ub860, \ub2e4\uad6d\uc5b4, \uc7a5\ubb38 \ucee8\ud14d\uc2a4\ud2b8, \uc774\ubbf8\uc9c0 \ubca4\uce58\ub9c8\ud06c\uc5d0\uc11c GPT-4o, Gemini 2.0 \ub4f1 \ube44\uad50\ud560 \ub9cc\ud55c \uc8fc\uc694 \ubaa8\ub378\ub4e4\uc744 \ub6f0\uc5b4\ub118\ub294 \uc131\ub2a5\uc744 \ubcf4\uc5ec\uc8fc\ub294 \ub3d9\uae09 \ucd5c\uace0 \uc218\uc900\uc758 \uba40\ud2f0\ubaa8\ub2ec \ubaa8\ub378\uc774\uba70, \ucf54\ub529\uacfc \ucd94\ub860 \uc601\uc5ed\uc5d0\uc11c\ub294 \ud6e8\uc52c \ud070 \uaddc\ubaa8\uc758 DeepSeek v3.1\uacfc \ube44\uad50\ud574\ub3c4 \uacbd\uc7c1\ub825 \uc788\ub294 \uc131\ub2a5\uc744 \uc790\ub791\ud569\ub2c8\ub2e4.<\/span><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-large\" src=\"https:\/\/scontent-ssn1-1.xx.fbcdn.net\/v\/t39.2365-6\/488688605_1406312723692874_1536535503366996614_n.png?_nc_cat=105&amp;ccb=1-7&amp;_nc_sid=e280be&amp;_nc_ohc=vBmfvhGgmvIQ7kNvwHug8VK&amp;_nc_oc=AdnuWJ6ywfPlQ5fh7J3UnnK-A0QUkLvqUZm9Rf8dDdWQwRdttU_zFSnAfQuQEiYoHVY&amp;_nc_zt=14&amp;_nc_ht=scontent-ssn1-1.xx&amp;_nc_gid=m5mRU3y5ln-WGWNGF8y1jQ&amp;oh=00_AfGzynL1sgq-21WQ7LUqXQguTucClBkR0Pd4IL0LSTS1ag&amp;oe=6811C18F\" width=\"1920\" height=\"1638\" \/><\/p>\n<p><span style=\"font-weight: 400\">\ud55c\ud3b8, \ube44\uad50\uc801 \uc791\uace0 \uac00\ubcbc\uc6b4 \ubc94\uc6a9 \ubaa8\ub378\uc778 Llama 4 Scout\ub294 170\uc5b5 \uac1c\uc758 \ud65c\uc131 \ub9e4\uac1c\ubcc0\uc218, 16\uac1c\uc758 \uc804\ubb38\uac00, \ucd1d 1\uc5b5 900\ub9cc \uac1c\uc758 \ub9e4\uac1c\ubcc0\uc218\ub85c \uad6c\uc131\ub410\uc73c\uba70 \ub3d9\uae09 \ucd5c\uace0 \uc218\uc900\uc758 \uc131\ub2a5\uc744 \uc790\ub791\ud569\ub2c8\ub2e4. Llama 3\uac00 128K \ud1a0\ud070\uc744 \uc9c0\uc6d0\ud588\ub358 \uac83\uc5d0 \ube44\ud574, Llama 4 Scout\ub294 \ucee8\ud14d\uc2a4\ud2b8 \uae38\uc774\ub97c \ub300\ud3ed \ud655\ub300\ud574, \uc5c5\uacc4 \ucd5c\uace0 \uc218\uc900\uc778 1,000\ub9cc \ud1a0\ud070\uc758 \ucee8\ud14d\uc2a4\ud2b8 \uae38\uc774\ub97c \ucc98\ub9ac\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub355\ubd84\uc5d0 \ub2e4\uc911 \ubb38\uc11c \uc694\uc57d, \uac1c\uc778\ud654\ub97c \uc704\ud55c \uad11\ubc94\uc704\ud55c \uc0ac\uc6a9\uc790 \ud65c\ub3d9 \ubd84\uc11d, \ub300\uaddc\ubaa8 \ucf54\ub4dc \ubca0\uc774\uc2a4\uc5d0 \ub300\ud55c \ucd94\ub860 \ub4f1 \ub2e4\uc591\ud55c \uc791\uc5c5\uc758 \uac00\ub2a5\uc131\uc774 \uc5f4\ub838\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p><span style=\"font-weight: 400\">Llama 4 Scout\ub294 256K \ud1a0\ud070\uc758 \ucee8\ud14d\uc2a4\ud2b8 \uae38\uc774\ub85c \uc0ac\uc804 \ud559\uc2b5\uacfc \uc0ac\ud6c4 \ud559\uc2b5\uc744 \ubaa8\ub450 \uc218\ud589\ud588\uc73c\uba70, \uc774\ub97c \ud1b5\ud574 \uae30\ubcf8 \ubaa8\ub378\uc774 \ub9e4\uc6b0 \ub192\uc740 \uc218\uc900\uc758 \ubb38\ub9e5 \uae38\uc774 \uc77c\ubc18\ud654(length generalization) \ub2a5\ub825\uc744 \uac16\ucd94\uac8c \ub418\uc5c8\uc2b5\ub2c8\ub2e4. \uc800\ud76c\ub294 \uc7a5\ubb38\uc5d0\uc11c \uc911\uc694\ud55c \uc815\ubcf4\ub97c \ucc3e\uc544\ub0b4\ub294 \u201c\uac74\ucd08 \ub354\ubbf8 \uc18d \ubc14\ub298 \ucc3e\uae30(Retrieval needle in haystack)\u201d \uc640 \uac19\uc740 \ud14d\uc2a4\ud2b8 \uae30\ubc18\uc758 \uac80\uc0c9 \uad00\ub828 \uacfc\uc81c\ub098, 1,000\ub9cc \ud1a0\ud070 \ubd84\ub7c9\uc758 \ucf54\ub4dc\uc5d0 \ub300\ud55c \ub204\uc801 \uc74c\uc758 \ub85c\uadf8\uc6b0\ub3c4(negative log-likelihoods, NLLs) \uacc4\uc0b0\uacfc \uac19\uc740 \uacfc\uc81c\uc5d0\uc11c Llama 4 Scout\uac00 \uc778\uc0c1\uc801\uc778 \uacb0\uacfc\ub97c \ubcf4\uc5ec\uc900 \uac83\uc744 \ud655\uc778\ud588\uc2b5\ub2c8\ub2e4. Llama 4 \uc544\ud0a4\ud14d\ucc98\uc758 \ud575\uc2ec \ud601\uc2e0 \uc911 \ud558\ub098\ub294 <\/span><a href=\"https:\/\/arxiv.org\/abs\/2305.19466\"><span style=\"font-weight: 400\">\uc704\uce58 \uc784\ubca0\ub529(Position Embedding)\uc744 \uc0ac\uc6a9\ud558\uc9c0 \uc54a\uace0<\/span><\/a><span style=\"font-weight: 400\"> \uad50\ucc28 \ubc30\uce58\ub41c attention \uacc4\uce35(interleaved attention layers)\uc744 \uc801\uc6a9\ud55c \uc810\uc785\ub2c8\ub2e4. \ub610\ud55c \ucd94\ub860 \ub2e8\uacc4\uc5d0\uc11c attention\uc758 <\/span><a href=\"https:\/\/arxiv.org\/pdf\/2501.19399\"><span style=\"font-weight: 400\">\uc628\ub3c4\ub97c \uc870\uc815\ud558\ub294 \ubc29\uc2dd(temperature scaling)<\/span><\/a><span style=\"font-weight: 400\">\uc744 \uc801\uc6a9\ud574 \ubb38\ub9e5 \uae38\uc774 \uc77c\ubc18\ud654 \uc131\ub2a5\uc744 \ud5a5\uc0c1\uc2dc\ucf30\uc2b5\ub2c8\ub2e4. Meta\ub294 \uc774\ub7ec\ud55c \uad6c\uc870\ub97c iRoPE \uc544\ud0a4\ud14d\ucc98\ub77c\uace0 \ubd80\ub985\ub2c8\ub2e4. \uc5ec\uae30\uc11c \u201ci\u201d\ub294 interleaved attention layers, \uc989 \uad50\ucc28 \ubc30\uce58\ub41c attention \uacc4\uce35\uc744 \uc758\ubbf8\ud558\uba70 \uc774\ub294 \uc0ac\uc2e4\uc0c1 \ubb34\ud55c\uc5d0 \uac00\uae4c\uc6b4 \ubb38\ub9e5 \uae38\uc774\ub97c \uc9c0\uc6d0\ud558\uaca0\ub2e4\ub294 \uc7a5\uae30\uc801\uc778 \ubaa9\ud45c\ub97c \ubc18\uc601\ud569\ub2c8\ub2e4. \u201cRoPE\u201d\ub294 \ub300\ubd80\ubd84\uc758 \uacc4\uce35\uc5d0\uc11c \uc0ac\uc6a9\ub41c <\/span><a href=\"https:\/\/arxiv.org\/abs\/2104.09864\"><span style=\"font-weight: 400\">\ud68c\uc804 \uc704\uce58 \uc784\ubca0\ub529(rotary position embeddings)<\/span><\/a><span style=\"font-weight: 400\">\uc744 \ub73b\ud569\ub2c8\ub2e4.<\/span><\/p>\n<div style=\"width: 960px;\" class=\"wp-video\"><video class=\"wp-video-shortcode\" id=\"video-23550-1\" width=\"960\" height=\"540\" preload=\"metadata\" controls=\"controls\"><source type=\"video\/mp4\" src=\"https:\/\/about.fb.com\/ko\/wp-content\/uploads\/sites\/16\/2025\/04\/AQPOK-zv-evJXKxKpQvs7yehBVW3egp3F3nSsmhPO5Vn_h2O_9Kf-c5X8V8_pyutvHErRTu3ygYQ1CUKi3wWxr-I.mp4?_=1\" \/><a href=\"https:\/\/about.fb.com\/ko\/wp-content\/uploads\/sites\/16\/2025\/04\/AQPOK-zv-evJXKxKpQvs7yehBVW3egp3F3nSsmhPO5Vn_h2O_9Kf-c5X8V8_pyutvHErRTu3ygYQ1CUKi3wWxr-I.mp4\">https:\/\/about.fb.com\/ko\/wp-content\/uploads\/sites\/16\/2025\/04\/AQPOK-zv-evJXKxKpQvs7yehBVW3egp3F3nSsmhPO5Vn_h2O_9Kf-c5X8V8_pyutvHErRTu3ygYQ1CUKi3wWxr-I.mp4<\/a><\/video><\/div>\n<p><span style=\"font-weight: 400\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-large\" src=\"https:\/\/scontent-ssn1-1.xx.fbcdn.net\/v\/t39.2365-6\/488955260_630849766606664_4970227915274398227_n.png?_nc_cat=100&amp;ccb=1-7&amp;_nc_sid=e280be&amp;_nc_ohc=pQDsid3YDC4Q7kNvwGSKi5V&amp;_nc_oc=AdldKzSScrkTCAKouBkDcnTDZtNNpdjQQtTAer7mXLwDI6zslQnqsePx9MyEYThqyrU&amp;_nc_zt=14&amp;_nc_ht=scontent-ssn1-1.xx&amp;_nc_gid=m5mRU3y5ln-WGWNGF8y1jQ&amp;oh=00_AfHuswTKmTVqV_PQ6ykmPk6S7Xg8Bg2We1dtqimKxhDDBg&amp;oe=6811A720\" width=\"2096\" height=\"929\" \/><br \/>\n<img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-large\" src=\"https:\/\/scontent-ssn1-1.xx.fbcdn.net\/v\/t39.2365-6\/488641575_1306808653730812_1227810128658266115_n.png?_nc_cat=105&amp;ccb=1-7&amp;_nc_sid=e280be&amp;_nc_ohc=XbSPbc0-TJwQ7kNvwGMdNrb&amp;_nc_oc=AdmQ--5_eb3xsPV3AqKpnj8PqQfKwpmEIiRNDvWdoL2TkToSMmmVUzHCxbTPujp6Rik&amp;_nc_zt=14&amp;_nc_ht=scontent-ssn1-1.xx&amp;_nc_gid=m5mRU3y5ln-WGWNGF8y1jQ&amp;oh=00_AfHqELDPHxZNlUeKrx2asp-U_sZJue9UpS6hXrULr4iWmA&amp;oe=6811BF31\" width=\"1920\" height=\"1137\" \/><br \/>\n<\/span><span style=\"font-weight: 400\"><br \/>\nMeta\ub294 \ub450 \ubaa8\ub378 \ubaa8\ub450 \ub2e4\uc591\ud55c \uc774\ubbf8\uc9c0 \ubc0f \uc601\uc0c1 \ud504\ub808\uc784 \uc2a4\ud2f8\ucef7(\uc815\uc9c0 \uc0f7)\uc73c\ub85c \ud559\uc2b5\uc2dc\ucf1c, \uc2dc\uac04 \ud750\ub984\uc774 \uc788\ub294 \ud65c\ub3d9\uc774\ub098 \uc5f0\uad00\ub41c \uc774\ubbf8\uc9c0\uc5d0 \ub300\ud55c \uc774\ud574\ub97c \ud3ec\ud568\ud55c \ud3ed\ub113\uc740 \uc2dc\uac01\uc801 \uc774\ud574 \ub2a5\ub825\uc744 \uac16\ucd94\ub3c4\ub85d \ud588\uc2b5\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \ud14d\uc2a4\ud2b8 \ud504\ub86c\ud504\ud2b8\uc640 \ud568\uaed8 \uc5ec\ub7ec \uc774\ubbf8\uc9c0\ub97c \uc785\ub825\ubc1b\uc544 \uc2dc\uac01\uc801 \ucd94\ub860\uacfc \uc774\ud574 \uacfc\uc81c\ub97c \uc790\uc5f0\uc2a4\ub7fd\uace0 \uc190\uc27d\uac8c \uc218\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ubaa8\ub378\uc740 \ucd5c\ub300 48\uc7a5\uc758 \uc774\ubbf8\uc9c0\ub85c \uc0ac\uc804 \ud559\uc2b5\ub418\uc5c8\uc73c\uba70, \uc0ac\ud6c4 \ud559\uc2b5\uc5d0\uc11c\ub294 \ucd5c\ub300 8\uc7a5\uc758 \uc774\ubbf8\uc9c0 \uc785\ub825\uc5d0 \ub300\ud574 \uc6b0\uc218\ud55c \uc131\ub2a5\uc744 \ubcf4\uc5ec\uc8fc\uc5c8\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p><span style=\"font-weight: 400\">\ub610\ud55c Llama 4 Scout\ub294 \uc774\ubbf8\uc9c0 \uadf8\ub77c\uc6b4\ub529(image grounding) \ubd84\uc57c\uc5d0\uc11c\ub3c4 \ub3d9\uae09 \ucd5c\uace0 \uc218\uc900\uc758 \uc131\ub2a5\uc744 \uc790\ub791\ud569\ub2c8\ub2e4. \uc0ac\uc6a9\uc790\uc758 \ud504\ub86c\ud504\ud2b8\ub97c \uad00\ub828\ub41c \uc2dc\uac01\uc801 \uac1c\ub150\uacfc \uc815\ubc00\ud558\uac8c \uc5f0\uacb0\ud558\uace0, \ubaa8\ub378\uc758 \uc751\ub2f5\uc744 \uc774\ubbf8\uc9c0 \ub0b4 \ud2b9\uc815 \uc601\uc5ed\uc5d0 \uace0\uc815\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 LLM\uc774 \uc0ac\uc6a9\uc790 \uc758\ub3c4\ub97c \ub354 \uc815\ud655\ud788 \uc774\ud574\ud558\uace0, \uad00\uc2ec \uac1d\uccb4\ub97c \uc774\ubbf8\uc9c0\uc5d0\uc11c \uc815\ud655\ud788 \ucc3e\uc544\ub0b4\ub294 \uc2dc\uac01\uc801 \uc9c8\ubb38 \uc751\ub2f5(visual question answering)\uc774 \uac00\ub2a5\ud574\uc9d1\ub2c8\ub2e4. \ub610\ud55c Llama 4 Scout\ub294 \ucf54\ub529, \ucd94\ub860, \uc7a5\ubb38 \ucee8\ud14d\uc2a4\ud2b8, \uc774\ubbf8\uc9c0 \ubca4\uce58\ub9c8\ud06c \ubd84\uc57c\uc5d0\uc11c \uc720\uc0ac \ubaa8\ub378\ub4e4\uc744 \ub2a5\uac00\ud558\uba70, \uc774\uc804\uc758 \ubaa8\ub4e0 Llama \ubaa8\ub378\ubcf4\ub2e4 \ub354 \uac15\ub825\ud55c \uc131\ub2a5\uc744 \uc790\ub791\ud569\ub2c8\ub2e4.<\/span><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-large\" src=\"https:\/\/scontent-ssn1-1.xx.fbcdn.net\/v\/t39.2365-6\/488658055_1347378876402143_3412007366291908454_n.png?_nc_cat=109&amp;ccb=1-7&amp;_nc_sid=e280be&amp;_nc_ohc=3KXsqH60ipMQ7kNvwEDBvFN&amp;_nc_oc=AdnFKEDG3US_wxO2vNFuAprahnH3pqQgkMA8PCaRbZEOgYMsN_0anc4ll9VBlJ2h0QA&amp;_nc_zt=14&amp;_nc_ht=scontent-ssn1-1.xx&amp;_nc_gid=m5mRU3y5ln-WGWNGF8y1jQ&amp;oh=00_AfHw-kC-Q_rtindU9jiAmVOxkQPV4TZrmbiFFjDvFiMKKA&amp;oe=68119B5F\" width=\"1920\" height=\"1359\" \/><\/p>\n<p><span style=\"font-weight: 400\">\uc774 \uc0c8\ub85c\uc6b4 \ubaa8\ub378\ub4e4\uc740 \ubbf8\ub798\uc758 \uc0c8\ub85c\uc6b4 \uc0c1\ud638 \uc791\uc6a9 \ubc29\uc2dd\uc744 \uac00\ub2a5\ud558\uac8c \ud560 \ud575\uc2ec \uae30\ubc18 \uc694\uc18c\uc785\ub2c8\ub2e4. \uc624\ud508 \uc18c\uc2a4\uc5d0 \ub300\ud55c Meta\uc758 \uc57d\uc18d\uc5d0 \ub530\ub77c, Llama 4 Maverick\uacfc Llama 4 Scout\ub294 <\/span><a href=\"https:\/\/www.llama.com\/llama-downloads\/\"><span style=\"font-weight: 400\">llama.com<\/span><\/a><span style=\"font-weight: 400\">\uacfc Hugging Face\uc5d0\uc11c \ub204\uad6c\ub098 \ub2e4\uc6b4\ub85c\ub4dc\ud560 \uc218 \uc788\ub3c4\ub85d \uacf5\uac1c\ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4. \ub610\ud55c, \uc774 \ubaa8\ub378\ub4e4\uc740 \uc870\ub9cc\uac04 \uac00\uc7a5 \ub110\ub9ac \uc0ac\uc6a9\ub418\ub294 \uc8fc\uc694 \ud074\ub77c\uc6b0\ub4dc \ubc0f \ub370\uc774\ud130 \ud50c\ub7ab\ud3fc, \uc5e3\uc9c0 \uc2e4\ub9ac\ucf58, \uae00\ub85c\ubc8c \uc11c\ube44\uc2a4 \ud1b5\ud569 \uc5c5\uccb4\ub97c \ud1b5\ud574\uc11c\ub3c4 \uc81c\uacf5\ub420 \uc608\uc815\uc785\ub2c8\ub2e4.<\/span><\/p>\n<h4><b>Llama\uc758 \uc2a4\ucf00\uc77c \ud655\uc7a5: 2\uc870 \ub9e4\uac1c\ubcc0\uc218\uc758 Behemoth<\/b><\/h4>\n<p><span style=\"font-weight: 400\">\uc800\ud76c\ub294 Llama 4 Behemoth\uc758 \ud504\ub9ac\ubdf0\ub97c \uacf5\uc720\ud560 \uc218 \uc788\uac8c \ub418\uc5b4 \uae30\uc069\ub2c8\ub2e4. \uc774 \ubaa8\ub378\uc740 \ub3d9\uae09 \ubaa8\ub378 \uc911\uc5d0\uc11c\ub3c4 \uac00\uc7a5 \ub6f0\uc5b4\ub09c \uc9c0\ub2a5\uc744 \ubcf4\uc5ec\uc8fc\ub294 \uad50\uc0ac \ubaa8\ub378(teacher model)\uc785\ub2c8\ub2e4. Llama 4 Behemoth\ub294 \uba40\ud2f0\ubaa8\ub2ec \uc804\ubb38\uac00 \ud63c\ud569(MoE) \uc544\ud0a4\ud14d\ucc98\ub97c \uae30\ubc18\uc73c\ub85c \ud558\uba70, 2,880\uc5b5 \uac1c\uc758 \ud65c\uc131 \ub9e4\uac1c\ubcc0\uc218, 16\uac1c\uc758 \uc804\ubb38\uac00, \ucd1d 2\uc870 \uac1c\uc5d0 \uac00\uae4c\uc6b4 \ub9e4\uac1c\ubcc0\uc218\ub97c \uac16\ucd94\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc218\ud559, \ub2e4\uad6d\uc5b4, \uc774\ubbf8\uc9c0 \ubca4\uce58\ub9c8\ud06c\uc5d0\uc11c \ube44\ucd94\ub860(non-reasoning) \ubaa8\ub378 \uc911 \ucd5c\uace0 \uc218\uc900\uc758 \uc131\ub2a5\uc744 \uc81c\uacf5\ud558\uba70, \ub354 \uc791\uc740 Llama 4 \ubaa8\ub378\ub4e4\uc744 \ud559\uc2b5\uc2dc\ud0a4\uae30\uc5d0 \uc774\uc0c1\uc801\uc778 \uad50\uc0ac \ubaa8\ub378\uc774\uc5c8\uc2b5\ub2c8\ub2e4.\u00a0 \uc800\ud76c\ub294 Llama 4 Maverick \ubaa8\ub378\uc744 Llama 4 Behemoth\ub97c \uad50\uc0ac\ub85c \uc0bc\uc544 \uacf5\ub3d9 \uc99d\ub958(codistilled)\ud588\uc73c\uba70, \uadf8 \uacb0\uacfc \uc5ec\ub7ec \ucd5c\uc885 \uacfc\uc81c \ud3c9\uac00 \uc9c0\ud45c\uc5d0\uc11c \ud604\uc800\ud55c \ud488\uc9c8 \uac1c\uc120\uc744 \uc774\ub04c\uc5b4\ub0c8\uc2b5\ub2c8\ub2e4. <\/span><span style=\"font-weight: 400\">\uadf8\ub9ac\uace0 \ud559\uc2b5 \uacfc\uc815\uc5d0\uc11c \uc18c\ud504\ud2b8 \ud0c0\uae43\uacfc \ud558\ub4dc \ud0c0\uae43\uc758 \uac00\uc911\uce58\ub97c \ub3d9\uc801\uc73c\ub85c \uc870\uc808\ud558\ub294 \uc0c8\ub85c\uc6b4 \uc99d\ub958 \uc190\uc2e4 \ud568\uc218(distillation loss function)\ub97c \uac1c\ubc1c\ud588\uc2b5\ub2c8\ub2e4. \uc0ac\uc804 \ud559\uc2b5 \ub2e8\uacc4\uc5d0\uc11c Llama 4 Behemoth\ub85c\ubd80\ud130\uc758 \uacf5\ub3d9 \uc99d\ub958\ub294 \ud559\uc0dd \ubaa8\ub378 \ud6c8\ub828\uc5d0 \uc0ac\uc6a9\ub418\ub294 \ub300\ubd80\ubd84\uc758 \ud559\uc2b5 \ub370\uc774\ud130\uc5d0 \ub300\ud574 \uc99d\ub958 \ud0c0\uae43\uc744 \uc0dd\uc131\ud558\ub294 \ub370 \ud544\uc694\ud55c \uace0\ube44\uc6a9 \uc815\ubc29\ud5a5 \uc5f0\uc0b0\uc758 \uacc4\uc0b0 \ubd80\ub2f4\uc744 \ud6a8\uacfc\uc801\uc73c\ub85c \ubd84\uc0b0\uc2dc\ucf1c\uc8fc\uc5c8\uc2b5\ub2c8\ub2e4. \ub610\ud55c \ud559\uc0dd \ubaa8\ub378\uc758 \ud6c8\ub828 \uacfc\uc815\uc5d0\uc11c \uc0c8\ub86d\uac8c \ud3ec\ud568\ub41c \ub370\uc774\ud130\uc5d0 \ub300\ud574\uc11c\ub294 Behemoth \ubaa8\ub378\uc744 \ud1b5\ud574 \uc9c1\uc811 \uc815\ubc29\ud5a5 \uc5f0\uc0b0\uc744 \uc218\ud589\ud574 \uc99d\ub958 \ud0c0\uae43\uc744 \uc0dd\uc131\ud588\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-large\" src=\"https:\/\/scontent-ssn1-1.xx.fbcdn.net\/v\/t39.2365-6\/489511937_1627813884508038_4209289296588372348_n.png?_nc_cat=107&amp;ccb=1-7&amp;_nc_sid=e280be&amp;_nc_ohc=YabQ5KjRc_QQ7kNvwEmY2xu&amp;_nc_oc=Adls2cMLWqjhli8FKMQnbaoxxCGqlHTbK_ob1VwuE0PgDL75TYiYyfCQevQa9aZYTHw&amp;_nc_zt=14&amp;_nc_ht=scontent-ssn1-1.xx&amp;_nc_gid=m5mRU3y5ln-WGWNGF8y1jQ&amp;oh=00_AfGVfwleCeqiJFX1-VMtJyGH_P2L7vkYrUf6kdKy7NbTwQ&amp;oe=6811C0C9\" width=\"1920\" height=\"1016\" \/><\/p>\n<p><span style=\"font-weight: 400\">2\uc870 \uac1c\uc758 \ub9e4\uac1c\ubcc0\uc218\ub97c \uac00\uc9c4 \ubaa8\ub378\uc758 \uc0ac\ud6c4 \ud559\uc2b5 \ub610\ud55c \uc0c1\ub2f9\ud55c \ub3c4\uc804\uc774\uc5c8\uc73c\uba70, \uc774\ub97c \uc704\ud574\u00a0 \ub370\uc774\ud130 \uaddc\ubaa8\ubd80\ud130 \uc804\uccb4 \ud559\uc2b5 \ub808\uc2dc\ud53c\ub97c \uc644\uc804\ud788 \uc7ac\uad6c\uc131\ud558\uace0 \uac1c\ud3b8\ud574\uc57c \ud588\uc2b5\ub2c8\ub2e4. \ucd5c\ub300 \uc131\ub2a5\uc744 \uc774\ub04c\uc5b4\ub0b4\uae30 \uc704\ud574, \uc18c\ud615 \ubaa8\ub378\uc5d0\uc11c\ub294 50%\ub9cc \uc904\uc600\ub358 SFT \ub370\uc774\ud130\ub97c \uc774 \ubaa8\ub378\uc5d0\uc11c\ub294 \ubb34\ub824 95%\uae4c\uc9c0 \uc120\ubcc4\ud574 \uc904\uc5ec \ud488\uc9c8\uacfc \ud6a8\uc728\uc131\uc5d0 \uc9d1\uc911\ud560 \uc218 \uc788\ub3c4\ub85d \ud588\uc2b5\ub2c8\ub2e4. \ub610\ud55c, \uacbd\ub7c9\ud654\ub41c SFT \uc218\ud589 \uc774\ud6c4 \ub300\uaddc\ubaa8 \uac15\ud654 \ud559\uc2b5\uc744 \uc801\uc6a9\ud558\ub294 \ubc29\uc2dd\uc774 \ubaa8\ub378\uc758 \ucd94\ub860 \ubc0f \ucf54\ub529 \ub2a5\ub825\uc744 \ub354\uc6b1 \ud06c\uac8c \ud5a5\uc0c1\uc2dc\ud0a8\ub2e4\ub294 \uc810\ub3c4 \ubc1c\uacac\ud588\uc2b5\ub2c8\ub2e4. \uac15\ud654 \ud559\uc2b5 \ub808\uc2dc\ud53c\ub294 \uc815\ucc45 \ubaa8\ub378(policy model)\uc744 \ud65c\uc6a9\ud574 pass@k \ubd84\uc11d\uc744 \uc218\ud589\ud558\uace0, \uc810\uc810 \ub354 \ub09c\uc774\ub3c4 \ub192\uc740 \ud504\ub86c\ud504\ud2b8\ub85c \uad6c\uc131\ub41c \ud559\uc2b5 \ucee4\ub9ac\ud058\ub7fc\uc744 \uc124\uacc4\ud574 \uc5b4\ub824\uc6b4 \ud504\ub86c\ud504\ud2b8\ub97c \uc0d8\ud50c\ub9c1\ud558\ub294 \ub370 \ucd08\uc810\uc744 \ub9de\ucdc4\uc2b5\ub2c8\ub2e4. \ub610\ud55c, \ud559\uc2b5 \uc911 \uc131\ub2a5 \ud5a5\uc0c1\uc5d0 \uae30\uc5ec\ud558\uc9c0 \uc54a\ub294 \ud504\ub86c\ud504\ud2b8(zero advantage prompts)\ub97c \ub3d9\uc801\uc73c\ub85c \uac78\ub7ec\ub0b4\uace0, \ub2e4\uc591\ud55c \ub2a5\ub825 \uc601\uc5ed\uc758 \ud504\ub86c\ud504\ud2b8\ub97c \ud63c\ud569\ud574 \ud559\uc2b5 \ubc30\uce58(batch)\ub97c \uad6c\uc131\ud558\ub294 \ubc29\uc2dd\uc774 \uc218\ud559, \ucd94\ub860, \ucf54\ub529 \uc131\ub2a5 \ud5a5\uc0c1\uc5d0 \ud575\uc2ec\uc801\uc778 \uc5ed\ud560\uc744 \ud588\ub2e4\ub294 \uac83\uc744 \ubc1c\uacac\ud588\uc2b5\ub2c8\ub2e4.\u00a0 \ub9c8\uc9c0\ub9c9\uc73c\ub85c, \ub2e4\uc591\ud55c \uc2dc\uc2a4\ud15c \uba85\ub839\uc5b4(system instructions)\ub97c \uc0d8\ud50c\ub9c1\ud558\ub294 \uac83\ub3c4 \ub9e4\uc6b0 \uc911\uc694\ud588\uc2b5\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \ubaa8\ub378\uc774 \ucd94\ub860 \ubc0f \ucf54\ub529 \uad00\ub828 \uacfc\uc81c\uc5d0\uc11c \uba85\ub839\uc5b4\ub97c \ub530\ub974\ub294 \ub2a5\ub825\uc744 \uc720\uc9c0\ud558\uba70, \ub2e4\uc591\ud55c \uc791\uc5c5\uc5d0\uc11c\ub3c4 \uc6b0\uc218\ud55c \uc131\ub2a5\uc744 \ub0bc \uc218 \uc788\ub3c4\ub85d \ub9cc\ub4e4 \uc218 \uc788\uc5c8\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p><span style=\"font-weight: 400\">\ub9e4\uac1c\ubcc0\uc218\uac00 2\uc870 \uac1c\uc5d0 \ub2ec\ud558\ub294 \ubaa8\ub378\uc5d0 \ub300\ud55c \uac15\ud654 \ud559\uc2b5\uc744 \ud655\uc7a5\ud558\uae30 \uc704\ud574\uc11c\ub294 \uae30\uc874\uc758 \uac15\ud654 \ud559\uc2b5 \uc778\ud504\ub77c\ub97c \uc804\uba74\uc801\uc73c\ub85c \uac1c\ud3b8\ud574\uc57c \ud588\uc2b5\ub2c8\ub2e4. \uc800\ud76c\ub294 \uc18d\ub3c4\ub97c \ub192\uc774\uae30 \uc704\ud574 \uc804\ubb38\uac00 \ud63c\ud569(MoE) \ubcd1\ub82c\ud654 \uad6c\uc870\ub97c \ucd5c\uc801\ud654\ud588\uace0, \uc774\ub97c \ud1b5\ud574 \ubc18\ubcf5 \uc18d\ub3c4\ub97c \ub192\uc77c \uc218 \uc788\uc5c8\uc2b5\ub2c8\ub2e4. \ub610\ud55c \uc644\uc804\ud788 \ube44\ub3d9\uae30\uc801\uc778 \uc628\ub77c\uc778 \uac15\ud654 \ud559\uc2b5 \ud504\ub808\uc784\uc6cc\ud06c\ub97c \uac1c\ubc1c\ud574 \uc720\uc5f0\uc131\uc744 \uadf9\ub300\ud654\ud588\uc2b5\ub2c8\ub2e4. \uae30\uc874\uc758 \ubd84\uc0b0 \ud559\uc2b5 \ud504\ub808\uc784\uc6cc\ud06c\ub294 \ubaa8\ub4e0 \ubaa8\ub378\uc744 \uba54\ubaa8\ub9ac\uc5d0 \uc801\uc7ac\ud558\uba74\uc11c \uc5f0\uc0b0 \uba54\ubaa8\ub9ac\ub97c \ud76c\uc0dd\ud574\uc57c \ud588\ub358 \ubc18\uba74, \uc0c8\ub85c\uc6b4 \uc778\ud504\ub77c\ub294 \ub2e4\uc591\ud55c \ubaa8\ub378\uc744 \uac1c\ubcc4 GPU\uc5d0 \uc720\uc5f0\ud558\uac8c \ubc30\uce58\ud558\uace0, \uc5f0\uc0b0 \uc18d\ub3c4\uc5d0 \ub530\ub77c \ub9ac\uc18c\uc2a4\ub97c \uade0\ud615 \uc788\uac8c \ubd84\ubc30\ud560 \uc218 \uc788\ub3c4\ub85d \uc124\uacc4\ub418\uc5c8\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ud601\uc2e0 \ub355\ubd84\uc5d0 \uc774\uc804 \uc138\ub300 \ub300\ube44 \uc57d 10\ubc30 \ud5a5\uc0c1\ub41c \ud559\uc2b5 \ud6a8\uc728\uc131\uc744 \ub2ec\uc131\ud560 \uc218 \uc788\uc5c8\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<h4><b>\uc548\uc804 \ubc0f \ubcf4\ud638 \uc7a5\uce58<\/b><\/h4>\n<p><span style=\"font-weight: 400\">Meta\ub294 \uac00\uc7a5 \uc720\uc6a9\ud55c \ubaa8\ub378\uc744 \uac1c\ubc1c\ud558\ub294 \ub3d9\uc2dc\uc5d0 \uc2ec\uac01\ud55c \uc704\ud5d8\uc5d0 \ub300\ube44\ud558\uace0 \uc774\ub97c \uc644\ud654\ud558\ub294 \uac83\uc744 \ubaa9\ud45c\ub85c \ud569\ub2c8\ub2e4. \uc800\ud76c\ub294 Llama 4\ub97c \uac1c\ubc1c\ud560 \ub54c Meta\uc758 \u2018\uac1c\ubc1c\uc790 \ud65c\uc6a9 \uac00\uc774\ub4dc: AI \ubcf4\ud638(Developer Use Guide: AI Protections)\u2019\uc5d0 \uba85\uc2dc\ub41c \ubaa8\ubc94 \uc0ac\ub840\ub97c \ub530\ub790\uc2b5\ub2c8\ub2e4. \uc774\ub294 \uc0ac\uc804 \ud559\uc2b5\ubd80\ud130 \uc0ac\ud6c4 \ud559\uc2b5, \uadf8\ub9ac\uace0 \uc545\uc758\uc801\uc778 \uc0ac\uc6a9\uc790\ub97c \ubc29\uc5b4\ud560 \uc218 \uc788\ub3c4\ub85d \uc870\uc815 \uac00\ub2a5\ud55c \uc2dc\uc2a4\ud15c \uc218\uc900\uc758 \ubcf4\ud638 \uc870\uce58\ub97c \uac01 \uac1c\ubc1c \ub2e8\uacc4\uc5d0 \ud1b5\ud569\ud558\ub294 \ubc29\uc2dd\uc73c\ub85c \uad6c\uc131\ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uac1c\ubc1c\uc790\ub4e4\uc774 \uc720\uc6a9\ud558\uace0 \uc548\uc804\ud558\uba70 \ub2e4\uc591\ud55c \uc0c1\ud669\uc5d0 \uc720\uc5f0\ud558\uac8c \ub300\uc751\ud560 \uc218 \uc788\ub294 Llama \uae30\ubc18 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \uac1c\ubc1c\ud560 \uc218 \uc788\ub3c4\ub85d \uc9c0\uc6d0\ud569\ub2c8\ub2e4.<\/span><\/p>\n<p><b>\uc0ac\uc804 \ubc0f \uc0ac\ud6c4 \ud559\uc2b5 \uc644\ud654 \uc870\uce58<\/b><\/p>\n<p><span style=\"font-weight: 400\">Meta\ub294 \uc0ac\uc804 \ud559\uc2b5 \ub2e8\uacc4\uc5d0\uc11c \ubaa8\ub378\uc744 \uc548\uc804\ud558\uac8c \ubcf4\ud638\ud558\uae30 \uc704\ud574 \ub2e4\ub978 \ub370\uc774\ud130 \uc644\ud654 \uae30\ubc95\ub4e4\uacfc \ud568\uaed8 \ub370\uc774\ud130 \ud544\ud130\ub9c1\uc744 \uc0ac\uc6a9\ud569\ub2c8\ub2e4. \uc0ac\ud6c4 \ud559\uc2b5 \ub2e8\uacc4\uc5d0\uc11c\ub294 \ubaa8\ub378\uc774 \uc0ac\uc6a9\uc790\uc640 \uac1c\ubc1c\uc790 \ubaa8\ub450\uc5d0\uac8c \ub3c4\uc6c0\uc774 \ub418\ub294 \uc815\ucc45\uc5d0 \ubd80\ud569\ud558\ub3c4\ub85d \ub2e4\uc591\ud55c \uae30\uc220\uc744 \uc801\uc6a9\ud558\uba70, \uac01 \ub2e8\uacc4\uc5d0\uc11c \uc801\uc808\ud55c \uc218\uc900\uc758 \uc548\uc804 \ub370\uc774\ud130\ub97c \ubc18\uc601\ud569\ub2c8\ub2e4.<\/span><\/p>\n<p><b>\uc2dc\uc2a4\ud15c \ucc28\uc6d0\uc758 \uc811\uadfc \ubc29\uc2dd<\/b><\/p>\n<p><span style=\"font-weight: 400\">\uc2dc\uc2a4\ud15c \ucc28\uc6d0\uc5d0\uc11c Meta\ub294 \uc7a0\uc7ac\uc801\uc73c\ub85c \uc720\ud574\ud55c \uc785\ub825 \ubc0f \ucd9c\ub825\uc744 \uc2dd\ubcc4\ud558\uace0 \uc774\uc5d0 \ub300\uc751\ud560 \uc218 \uc788\ub3c4\ub85d \uc5ec\ub7ec \uc548\uc804 \uc7a5\uce58\ub97c \uc624\ud508\uc18c\uc2a4\ub85c \uc81c\uacf5\ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ub3c4\uad6c\ub4e4\uc740 Llama \ubaa8\ub378\uc5d0 \ud1b5\ud569\ud558\uac70\ub098, \ub2e4\ub978 \uc11c\ub4dc\ud30c\ud2f0 \ub3c4\uad6c\ub4e4\uacfc \ud568\uaed8 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400\"><span style=\"font-weight: 400\">Llama Guard: MLCommons\uc640 \ud568\uaed8 \uac1c\ubc1c\ud55c<\/span><a href=\"https:\/\/arxiv.org\/abs\/2404.12241\"> <span style=\"font-weight: 400\">\uc704\ud5d8 \uc694\uc18c \ubd84\ub958 \uccb4\uacc4(hazards taxonomy)<\/span><\/a><span style=\"font-weight: 400\">\ub97c \uae30\ubc18\uc73c\ub85c \uc124\uacc4\ub41c \uc785\ucd9c\ub825 \uc548\uc804\uc131\uc744 \uc704\ud55c LLM\uc785\ub2c8\ub2e4. \uac1c\ubc1c\uc790\ub4e4\uc740 \uc774\ub97c \ud65c\uc6a9\ud574 \uac01\uc790\uc758 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0 \uc124\uc815\ud55c \uc815\ucc45\uc744 \uc704\ubc18\ud558\ub294 \uc785\ucd9c\ub825\uc774 \uc788\ub294\uc9c0 \uac10\uc9c0\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/li>\n<li style=\"font-weight: 400\"><span style=\"font-weight: 400\">Prompt Guard: \ub300\uaddc\ubaa8 \uacf5\uaca9 \ub370\uc774\ud130\uc14b\uc744 \uae30\ubc18\uc73c\ub85c \ud559\uc2b5\ub41c \ubd84\ub958 \ubaa8\ub378\ub85c, \uc545\uc758\uc801\uc778 \ud504\ub86c\ud504\ud2b8(\ud0c8\uc625 \ud504\ub86c\ud504\ud2b8)\ub294 \ubb3c\ub860, \ud504\ub86c\ud504\ud2b8 \uc778\uc81d\uc158 \uacf5\uaca9\uae4c\uc9c0 \ud0d0\uc9c0\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/li>\n<li style=\"font-weight: 400\"><span style=\"font-weight: 400\">CyberSecEval: \uc0dd\uc131\ud615 AI\uc758 \uc0ac\uc774\ubc84 \ubcf4\uc548 \uc704\ud5d8\uc744 \uc774\ud574\ud558\uace0 \uc904\uc774\ub294 \ub370 \ub3c4\uc6c0\uc744 \uc8fc\ub294 \ud3c9\uac00 \ub3c4\uad6c\ub85c, AI \ubaa8\ub378 \ubc0f \uc81c\ud488 \uac1c\ubc1c\uc790\ub97c \uc9c0\uc6d0\ud569\ub2c8\ub2e4.<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400\">\uac1c\ubc1c\uc790\ub4e4\uc740 \uc774\ub7ec\ud55c \ub3c4\uad6c\ub4e4\uc774 \uac01\uc790\uc758 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0 \ub9de\uac8c \uc870\uc815\ud560 \uc218 \uc788\uc744 \ub54c \uac00\uc7a5 \ud6a8\uacfc\uc801\uc774\uace0 \uc720\uc6a9\ud558\ub2e4\uace0 \uc804\ud588\uc2b5\ub2c8\ub2e4. \uc774\uc5d0 \ub530\ub77c, Meta\ub294 \uac1c\ubc1c\uc790\ub4e4\uc774 \uac01\uc790\uc758 \ud544\uc694\uc5d0 \ub530\ub77c \uac00\uc7a5 \uc548\uc804\ud558\uace0 \ud6a8\uacfc\uc801\uc778 \uacbd\ud5d8\uc744 \uad6c\ucd95\ud560 \uc218 \uc788\ub3c4\ub85d \uac1c\ubc29\ud615 \uc194\ub8e8\uc158\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \ub610\ud55c, \uc624\ud508\uc18c\uc2a4 \ucee4\ubba4\ub2c8\ud2f0\uc5d0 \ub3c4\uc6c0\uc774 \ub418\ub294 \uc5c5\uacc4 \uc804\ubc18\uc758 \uc2dc\uc2a4\ud15c \ud45c\uc900\uc744 \ub9cc\ub4e4\uae30 \uc704\ud574 \uc804 \uc138\uacc4\u00a0 \ud30c\ud2b8\ub108\ub4e4\uacfc \ud611\ub825\ud574 \ub098\uac08 \uacc4\ud68d\uc785\ub2c8\ub2e4.<\/span><\/p>\n<p><b>\ud3c9\uac00 \ubc0f \ub808\ub4dc\ud300 \ud14c\uc2a4\ud2b8<\/b><\/p>\n<p><span style=\"font-weight: 400\">Meta\ub294 \ub2e4\uc591\ud55c \uc2dc\ub098\ub9ac\uc624\uc640 \ud65c\uc6a9 \uc0ac\ub840 \uc804\ubc18\uc5d0 \uac78\uccd0 \ubaa8\ub378\uc744 \uccb4\uacc4\uc801\uc73c\ub85c \ud14c\uc2a4\ud2b8\ud558\uba70, \uc774\ub97c \ud1b5\uc81c \uac00\ub2a5\ud558\uace0 \ubc18\ubcf5 \uac00\ub2a5\ud55c \ubc29\uc2dd\uc73c\ub85c \uc218\ud589\ud569\ub2c8\ub2e4. \uc774\ub807\uac8c \uc5bb\uc5b4\uc9c4 \ub370\uc774\ud130\ub294 \uc0ac\ud6c4 \ud559\uc2b5\uc5d0 \ubc18\uc601\ub418\uc5b4 \ubaa8\ub378\uc744 \uc9c0\uc18d\uc801\uc73c\ub85c \uac1c\uc120\ud558\ub294 \ub370 \ud65c\uc6a9\ub429\ub2c8\ub2e4.<\/span><\/p>\n<p><span style=\"font-weight: 400\">Meta\ub294 \uc790\ub3d9\ud654 \ubc0f \uc218\ub3d9 \ud14c\uc2a4\ud2b8\ub97c \ubcd1\ud589\ud558\uc5ec, \ub2e4\uc591\ud55c \uc8fc\uc81c\uc5d0 \uac78\uccd0 \ubaa8\ub378\uc744 \uc2a4\ud2b8\ub808\uc2a4 \ud14c\uc2a4\ud2b8\ud569\ub2c8\ub2e4. \uc774\ub54c \u2018\uc801\ub300\uc801 \ub3d9\uc801 \ud0d0\uc0c9(adversarial dynamic probing)\u2019 \uae30\ubc95\uc744 \ud65c\uc6a9\ud574 \uc704\ud611\uc801\uc778 \uc0c1\ud669\uc5d0 \ub300\ud55c \ubaa8\ub378\uc758 \ubc18\uc751\uc744 \uc810\uac80\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \ubaa8\ub378\uc758 \uc7a0\uc7ac\uc801 \uc704\ud5d8 \uc694\uc18c\ub97c \ub354 \uc798 \ud30c\uc545\ud558\uace0, \uc815\ubc00\ud558\uac8c \ud3c9\uac00\ud560 \uc218 \uc788\ub294 \uae30\ubc18\uc744 \ub9c8\ub828\ud588\uc2b5\ub2c8\ub2e4. \uadf8 \ub300\ud45c\uc801\uc778 \uc608\uac00 \uc0c8\ub86d\uac8c \uac1c\ubc1c\ud55c \uc0dd\uc131\ud615 \uacf5\uaca9 \uc5d0\uc774\uc804\ud2b8 \ud14c\uc2a4\ud2b8(Generative Offensive Agent Testing, GOAT)\uc785\ub2c8\ub2e4. GOAT\ub294 \uae30\uc874 \ub808\ub4dc\ud300 \ud14c\uc2a4\ud2b8\uc758 \ud55c\uacc4\ub97c \ubcf4\uc644\ud558\uba70, \uc911\uae09 \uc218\uc900\uc758 \uacf5\uaca9\uc790\uac00 \ucc38\uc5ec\ud558\ub294 \ub2e4\uc911 \ud134 \uc0c1\ud638\uc791\uc6a9\uc744 \uc2dc\ubbac\ub808\uc774\uc158\ud568\uc73c\ub85c\uc368 \ud14c\uc2a4\ud2b8 \ubc94\uc704\ub97c \ud655\uc7a5\ud558\uace0 \ucde8\uc57d\uc810\uc744 \uc870\uae30\uc5d0 \uc2dd\ubcc4\ud560 \uc218 \uc788\ub3c4\ub85d \uc9c0\uc6d0\ud569\ub2c8\ub2e4. GOAT\ub294 \ud14c\uc2a4\ud2b8 \ub3c4\uad6c\uc5d0 \uc790\ub3d9\ud654\ub97c \ub3c4\uc785\ud568\uc73c\ub85c\uc368, \uc54c\ub824\uc9c4 \uc704\ud5d8 \uc601\uc5ed\uc740 \uc790\ub3d9\ud654\uac00 \ucc98\ub9ac\ud558\uace0, \uc804\ubb38 \ub808\ub4dc\ud300 \uc778\ub825\uc740 \ubcf4\ub2e4 \uc0c8\ub85c\uc6b4 \uc720\ud615\uc758 \uacf5\uaca9 \uc2dc\ub098\ub9ac\uc624\uc5d0 \uc9d1\uc911\ud560 \uc218 \uc788\ub3c4\ub85d \ud574\uc90d\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ubc29\uc2dd\uc740 \ud14c\uc2a4\ud2b8 \uacfc\uc815\uc744 \ubcf4\ub2e4 \ud6a8\uc728\uc801\uc774\uace0 \ud6a8\uacfc\uc801\uc73c\ub85c \ub9cc\ub4e4 \ubfd0\ub9cc \uc544\ub2c8\ub77c, \uc704\ud5d8\uc5d0 \ub300\ud55c \uc815\ub7c9\uc801\u00b7\uc815\uc131\uc801 \ud1b5\ucc30\ub825\uc744 \ub354\uc6b1 \uc815\uad50\ud558\uac8c \uad6c\ucd95\ud560 \uc218 \uc788\ub3c4\ub85d \ub3d5\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p><b>\ub300\uaddc\ubaa8 \uc5b8\uc5b4 \ubaa8\ub378\uc758 \ud3b8\ud5a5\uc131 \ubb38\uc81c \ud574\uacb0<\/b><\/p>\n<p><span style=\"font-weight: 400\">\uc8fc\uc694 \ub300\uaddc\ubaa8 \uc5b8\uc5b4 \ubaa8\ub378\ub4e4\uc774 \ud3b8\ud5a5\uc131 \ubb38\uc81c\ub97c \uc548\uace0 \uc788\ub2e4\ub294 \uac83\uc740 \ub110\ub9ac \uc54c\ub824\uc9c4 \uc0ac\uc2e4\uc785\ub2c8\ub2e4. \ud2b9\ud788 \uc815\uce58\uc801\u00b7\uc0ac\ud68c\uc801 \ub17c\uc7c1\uc774 \uc788\ub294 \uc8fc\uc81c\uc5d0\uc11c\ub294 \uc9c4\ubcf4\uc801\uc73c\ub85c \uae30\uc6b8\uc5b4\uc84c\ub2e4\ub294 \ud3c9\uac00\ub97c \ubc1b\uc544\uc654\uc2b5\ub2c8\ub2e4. \uc774\ub294 \uc778\ud130\ub137\uc5d0 \uacf5\uac1c\ub41c \ud559\uc2b5 \ub370\uc774\ud130\uc758 \ud2b9\uc131\uc5d0 \uae30\uc778\ud569\ub2c8\ub2e4.<\/span><\/p>\n<p><span style=\"font-weight: 400\">Meta\ub294 AI \ubaa8\ub378\uc758 \ud3b8\ud5a5\uc744 \uc81c\uac70\ud558\uace0, Llama\uac00 \ub17c\uc7c1\uc774 \uc788\ub294 \uc774\uc288\uc5d0 \ub300\ud574 \uc591\uce21\uc758 \uc785\uc7a5\uc744 \uade0\ud615 \uc788\uac8c \uc774\ud574\ud558\uace0 \uc124\uba85\ud560 \uc218 \uc788\ub3c4\ub85d \ub9cc\ub4dc\ub294 \uac83\uc744 \ubaa9\ud45c\ub85c \ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ub178\ub825\uc758 \uc77c\ud658\uc73c\ub85c, Llama\uac00 \uc9c8\ubb38\uc5d0 \uade0\ud615 \uc788\uac8c \ubc18\uc751\ud558\uace0, \ub2e4\uc591\ud55c \uad00\uc810\uc744 \ud310\ub2e8 \uc5c6\uc774 \uc218\uc6a9\ud558\uba70, \ud2b9\uc815 \uc785\uc7a5\uc744 \ud3b8\ub4e4\uc9c0 \uc54a\ub3c4\ub85d \uc9c0\uc18d\uc801\uc73c\ub85c \uac1c\uc120\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p><span style=\"font-weight: 400\">Meta\ub294 \uc774\ubc88 \ucd9c\uc2dc\ub97c \ud1b5\ud574 \uc774\ub7ec\ud55c \ub178\ub825\uc758 \uc131\uacfc\ub97c \uc785\uc99d\ud588\uc2b5\ub2c8\ub2e4. Llama 4\ub294 Llama 3\ubcf4\ub2e4 \uc131\ub2a5\uc774 \ud06c\uac8c \ud5a5\uc0c1\ub418\uc5c8\uc73c\uba70, Grok\uacfc\ub3c4 \uacac\uc904 \uc218 \uc788\ub294 \uc218\uc900\uc785\ub2c8\ub2e4.<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400\"><span style=\"font-weight: 400\">Llama 4\ub294 \uc815\uce58\uc801\u00b7\uc0ac\ud68c\uc801\uc73c\ub85c \ub17c\uc7c1\uc774 \uc788\ub294 \uc8fc\uc81c\uc5d0 \ub300\ud55c \uc751\ub2f5 \uac70\ubd80\uc728\uc774 \uc804\ubc18\uc801\uc73c\ub85c \uac10\uc18c\ud588\uc2b5\ub2c8\ub2e4. Llama 3.3\uc5d0\uc11c\ub294 \uc57d 7%\uc600\ub358 \uac70\ubd80\uc728\uc774 Llama 4\uc5d0\uc11c\ub294 2% \ubbf8\ub9cc\uc73c\ub85c \ub0ae\uc544\uc84c\uc2b5\ub2c8\ub2e4.<\/span><\/li>\n<li style=\"font-weight: 400\"><span style=\"font-weight: 400\">\ub610\ud55c Llama 4\ub294 \uc751\ub2f5\uc744 \uac70\ubd80\ud558\ub294 \uae30\uc900\uc5d0\uc11c\ub3c4 \ud6e8\uc52c \ub354 \uade0\ud615 \uc7a1\ud78c \uc591\uc0c1\uc744 \ubcf4\uc785\ub2c8\ub2e4. \ub17c\uc7c1\uc774 \uc788\ub294 \uc8fc\uc81c\uc5d0\uc11c \ud2b9\uc815 \uad00\uc810\uc5d0\ub9cc \ud3b8\ud5a5\ub418\uac8c \uac70\ubd80\ud558\ub294 \ube44\uc728\uc740 1% \ubbf8\ub9cc\uc73c\ub85c \ub0ae\uc544\uc84c\uc2b5\ub2c8\ub2e4.<\/span><\/li>\n<li style=\"font-weight: 400\"><span style=\"font-weight: 400\">\ub0b4\ubd80 \ud14c\uc2a4\ud2b8 \uacb0\uacfc, Llama 4\ub294 \uc815\uce58\uc801 \ub610\ub294 \uc0ac\ud68c\uc801\uc73c\ub85c \ub17c\uc7c1\uc758 \uc5ec\uc9c0\uac00 \uc788\ub294 \uc8fc\uc81c\uc5d0 \ub300\ud574 \uc815\uce58\uc801 \ud3b8\ud5a5\uc774 \ub4dc\ub7ec\ub098\ub294 \uc751\ub2f5 \ube44\uc728\uc774 Grok\uacfc \uc720\uc0ac\ud55c \uc218\uc900\uc774\uba70, Llama 3.3\uc5d0 \ube44\ud574\uc11c\ub294 \uc808\ubc18 \uc774\ud558\ub85c \ub0ae\uc544\uc84c\uc2b5\ub2c8\ub2e4. \uc9c4\uc804\uc740 \ubd84\uba85\ud558\uc9c0\ub9cc, \uc5ec\uc804\ud788 \uac1c\uc120\uc758 \uc5ec\uc9c0\uac00 \uc788\uc73c\uba70 \uc774 \ube44\uc728\uc744 \ub354\uc6b1 \ub0ae\ucd94\uae30 \uc704\ud55c \ub178\ub825\uc744 \uc9c0\uc18d\ud560 \uacc4\ud68d\uc785\ub2c8\ub2e4.<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400\">Meta\ub294 \uc9c0\uae08\uae4c\uc9c0 \uc774\ub904\ub0b8 \uc131\uacfc\uc5d0 \uc790\ubd80\uc2ec\uc744 \uac00\uc9c0\uba70, \ubaa8\ub378 \uc804\ubc18\uc758 \ud3b8\ud5a5\uc744 \uc81c\uac70\ud558\uae30 \uc704\ud55c \ubaa9\ud45c\uc5d0 \uc9c0\uc18d\uc801\uc73c\ub85c \uc804\ub150\ud560 \uac83\uc785\ub2c8\ub2e4.<\/span><\/p>\n<h4><b>Llama \uc0dd\ud0dc\uacc4<\/b><\/h4>\n<p><span style=\"font-weight: 400\">\ubaa8\ub378\uc758 \uc9c0\ub2a5\ub3c4 \uc911\uc694\ud558\uc9c0\ub9cc, \uc0ac\ub78c\ub4e4\uc740 \ubaa8\ub378\uc774 \uc778\uac04\ucc98\ub7fc \ube60\ub974\uac8c \ubc18\uc751\ud558\uace0, \uac1c\uc778\ud654\ub41c \ubc29\uc2dd\uc73c\ub85c \uc751\ub2f5\ud574 \uc8fc\uae30\ub97c \uc6d0\ud569\ub2c8\ub2e4. \uac00\uc7a5 \uace0\ub3c4\ud654\ub41c \ubaa8\ub378\uc778 Llama 4\ub294 \uc774\ub7ec\ud55c \uc0ac\uc6a9\uc790 \uc694\uad6c\ub97c \ucda9\uc871\ud558\ub3c4\ub85d \ucd5c\uc801\ud654\ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p><span style=\"font-weight: 400\">\ubb3c\ub860, \ubaa8\ub378\uc740 \uc774\ub7ec\ud55c \uacbd\ud5d8\uc744 \uac00\ub2a5\ud558\uac8c \ud558\ub294 \ub354 \ud070 \uc0dd\ud0dc\uacc4\uc758 \ud55c \ubd80\ubd84\uc785\ub2c8\ub2e4. \uc774\ub97c \ub4b7\ubc1b\uce68\ud558\uae30 \uc704\ud574, \uc800\ud76c\ub294 \uc0c8\ub85c\uc6b4 \uc81c\ud488 \ud1b5\ud569\uc744 \ud3ec\ud568\ud55c \uc804\uccb4 \uae30\uc220 \uc2a4\ud0dd\uc5d0 \uc9d1\uc911\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. Meta\ub294 \ud30c\ud2b8\ub108\uc0ac \ubc0f \uc624\ud508\uc18c\uc2a4 \ucee4\ubba4\ub2c8\ud2f0\uc640\uc758 \ud611\uc5c5\uc744 \uc9c0\uc18d\uc801\uc73c\ub85c \uc774\uc5b4\uac00\uace0 \uc788\uc73c\uba70, \uc0c8\ub85c\uc6b4 Llama \uc0dd\ud0dc\uacc4\uc5d0\uc11c \uc0ac\uc6a9\uc790\ub4e4\uc774 \ub9cc\ub4e4\uc5b4\uac08 \ud48d\ubd80\ud55c \uacbd\ud5d8\uc744 \uae30\ub300\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p><span style=\"font-weight: 400\">Llama 4 Scout\uc640 Llama 4 Maverick \ubaa8\ub378\uc740 \uc624\ub298 llama.com\uacfc Hugging Face\uc5d0\uc11c \ub2e4\uc6b4\ub85c\ub4dc\ud558\uc2e4 \uc218 \uc788\uc2b5\ub2c8\ub2e4. Llama 4 \uae30\ubc18 Meta AI\ub294 WhatsApp, Messenger, Instagram Direct,<\/span><a href=\"https:\/\/meta.ai\/\"> <span style=\"font-weight: 400\">Meta.AI<\/span><\/a><span style=\"font-weight: 400\"> \uc6f9\uc0ac\uc774\ud2b8\uc5d0\uc11c \uc9c1\uc811 \uacbd\ud5d8\ud558\uc2e4 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p><i><span style=\"font-weight: 400\">\uc774\ubc88 \ud504\ub85c\uc81d\ud2b8\ub294 AI \ucee4\ubba4\ub2c8\ud2f0 \uc804\ubc18\uc5d0 \uac78\uce5c \ud30c\ud2b8\ub108\uc0ac\ub4e4\uc758 \uc9c0\uc6d0 \ub355\ubd84\uc5d0 \uac00\ub2a5\ud588\uc2b5\ub2c8\ub2e4. \uc774 \uc790\ub9ac\ub97c \ube4c\ub824 \uae4a\uc740 \uac10\uc0ac\uc758 \ub9d0\uc500\uc744 \uc804\ud569\ub2c8\ub2e4. (\uc54c\ud30c\ubcb3 \uc21c\uc11c\ub85c \ub098\uc5f4): Accenture, Amazon Web Services, AMD, Arm, CentML, Cerebras, Cloudflare, Databricks, Deepinfra, DeepLearning.AI, Dell, Deloitte, Fireworks AI, Google Cloud, Groq, Hugging Face, IBM Watsonx, Infosys, Intel, Kaggle, Mediatek, Microsoft Azure, Nebius, NVIDIA, ollama, Oracle Cloud, PwC, Qualcomm, Red Hat, SambaNova, Sarvam AI, Scale AI, Scaleway, Snowflake, TensorWave, Together AI, vLLM, Wipro.<\/span><\/i><\/p>\n<p><i><span style=\"font-weight: 400\">*\uc601\uc5b4 \uc6d0\ubb38 <\/span><\/i><a href=\"https:\/\/ai.meta.com\/blog\/llama-4-multimodal-intelligence\/\"><i><span style=\"font-weight: 400\">\ubcf4\uae30<\/span><\/i><\/a><\/p>\n<p>&nbsp;<\/p>\n","protected":false},"excerpt":{"rendered":"*\uc601\uc5b4 \uc6d0\ubb38 \ubcf4\uae30 \uc8fc\uc694 \ub0b4\uc6a9 Meta\ub294 \ub354\uc6b1 \uac1c\uc778\ud654\ub41c \uba40\ud2f0\ubaa8\ub2ec \uacbd\ud5d8\uc744 \uad6c\ucd95\ud560 \uc218 \uc788\ub294 Llama 4 \uc2dc\ub9ac\uc988\uc758 \uccab \ubc88\uc9f8 \ubaa8\ub378\ub4e4\uc744 \uacf5\uac1c\ud569\ub2c8\ub2e4.\u00a0 Llama 4 Scout\ub294 170\uc5b5 \uac1c\uc758 \ud65c\uc131 \ub9e4\uac1c\ubcc0\uc218(\ud30c\ub77c\ubbf8\ud130)\uc640 16\uac1c\uc758 \uc804\ubb38\uac00\ub85c \uad6c\uc131\ub41c \ubaa8\ub378\ub85c, \ub3d9\uae09 \ubaa8\ub378 \uc911 \ucd5c\uace0\uc758 \uba40\ud2f0\ubaa8\ub2ec \ubaa8\ub378\uc785\ub2c8\ub2e4. \uc774\uc804 \uc138\ub300\uc758 Llama \ubaa8\ub378\ubcf4\ub2e4 \ub354 \uac15\ub825\ud558\uba74\uc11c\ub3c4 \ub2e8\uc77c NVDIA H100 GPU\uc5d0\uc11c \uc2e4\ud589\uc774 \uac00\ub2a5\ud569\ub2c8\ub2e4. \ub610\ud55c, Llama 4 Scout\ub294 \uc5c5\uacc4 \ucd5c\uace0 \uc218\uc900\uc778 1,000\ub9cc \ud1a0\ud070 \uaddc\ubaa8\uc758 \ucee8\ud14d\uc2a4\ud2b8 \uc708\ub3c4\uc6b0(Context window)\ub97c \uc81c\uacf5\ud558\uba70, \ub2e4\uc591\ud55c \ubca4\uce58\ub9c8\ud06c\uc5d0\uc11c Gemma 3, Gemini 2.0 Flash-Lite, Mistral 3.1\ubcf4\ub2e4 \ub354 \ub6f0\uc5b4\ub09c \uc131\ub2a5\uc744 \ubcf4\uc5ec\uc90d\ub2c8\ub2e4. Llama 4 Maverick\uc740 170\uc5b5 \uac1c\uc758 \ud65c\uc131 \ub9e4\uac1c\ubcc0\uc218\uc640 128\uac1c\uc758 \uc804\ubb38\uac00\ub97c \uac16\ucd98 \ubaa8\ub378\ub85c, \ub2e4\uc591\ud55c \ubca4\uce58\ub9c8\ud06c\uc5d0\uc11c GPT-4o \ubc0f Gemini 2.0 Flash\ub97c \ub2a5\uac00\ud558\uace0, DeepSeek v3\uc640 \uc720\uc0ac\ud55c \uc218\uc900\uc758 \ucd94\ub860 \ubc0f \ucf54\ub529 \uc131\ub2a5\uc744 \uc808\ubc18 \uc774\ud558\uc758 \ud65c\uc131 \ub9e4\uac1c\ubcc0\uc218\ub85c \ub2ec\uc131\ud558\ub294 \ub3d9\uae09 \ucd5c\uace0\uc758 \uba40\ud2f0\ubaa8\ub2ec \ubaa8\ub378\uc785\ub2c8\ub2e4. \ub610\ud55c, \ube44\uc6a9 \ub300\ube44 \uc5c5\uacc4 \ucd5c\uace0 \uc218\uc900\uc758 \uc131\ub2a5\uc744 \uc81c\uacf5\ud558\uba70, \uc774 \ubaa8\ub378\uc758 \uc2e4\ud5d8\uc6a9 \ucc57 \ubc84\uc804\uc740 LMArena\uc5d0\uc11c ELO 1417\uc810\uc744 \uae30\ub85d\ud588\uc2b5\ub2c8\ub2e4. \uc774 \ubaa8\ub378\ub4e4\uc740 Llama 4 Behemoth\uc5d0\uc11c \uc99d\ub958(distillation)\ub97c \ud1b5\ud574 \ud0c4\uc0dd\ud588\uc2b5\ub2c8\ub2e4. Llama 4 Behemoth\ub294 2880\uc5b5 \uac1c\uc758 \ud65c\uc131 \ub9e4\uac1c\ubcc0\uc218\uc640 16\uac1c\uc758 \uc804\ubb38\uac00\ub85c \uad6c\uc131\ub41c, \ud604\uc874\ud558\ub294 Meta\uc758 \uac00\uc7a5 \uac15\ub825\ud55c, \uadf8\ub9ac\uace0 \uc138\uacc4\uc801\uc73c\ub85c\ub3c4 \uac00\uc7a5 \uc9c0\ub2a5\uc801\uc778 \ub300\uaddc\ubaa8 \uc5b8\uc5b4 \ubaa8\ub378(LLM) \uc911 \ud558\ub098\uc785\ub2c8\ub2e4. Llama 4 Behemoth\ub294 \uc5ec\ub7ec STEM(\uacfc\ud559, \uae30\uc220, \uacf5\ud559, \uc218\ud559) \ubca4\uce58\ub9c8\ud06c\uc5d0\uc11c GPT-4.5, Claude Sonnet 3.7, Gemini 2.0 Pro\ub97c \ub2a5\uac00\ud558\ub294 \uc131\ub2a5\uc744 \ubcf4\uc785\ub2c8\ub2e4. \ud604\uc7ac Llama 4 Behemoth\ub294 \ud6c8\ub828 \uc911\uc774\uba70, \uc774\uc5d0 \ub300\ud55c \ub354 \ub9ce\uc740 \uc815\ubcf4\ub97c \ucd94\ud6c4 \uacf5\uc720\ud560 \uc608\uc815\uc785\ub2c8\ub2e4. Llama 4 Scout\uc640 Llama 4 Maverick \ubaa8\ub378\uc740 \uc624\ub298\ubd80\ud130 llama.com\uacfc Hugging Face\uc5d0\uc11c \ub2e4\uc6b4\ub85c\ub4dc\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub610\ud55c, Llama 4\ub85c \uad6c\ucd95\ub41c Meta AI\ub97c WhatsApp, Messenger, Instagram DM, \uadf8\ub9ac\uace0 \uc6f9\uc5d0\uc11c \uc9c1\uc811 \uccb4\ud5d8\ud574 \ubcf4\uc138\uc694. \uc810\uc810 \ub354 \ub9ce\uc740 \uc0ac\ub78c\ub4e4\uc774 \uc77c\uc0c1 \uc18d\uc5d0\uc11c \uc778\uacf5\uc9c0\ub2a5\uc744 \ud65c\uc6a9\ud558\uac8c \ub418\uba74\uc11c, \ub204\uad6c\ub098 \uac1c\uc778\ud654\ub41c \uacbd\ud5d8\uc744 \uad6c\ucd95\ud560 \uc218 \uc788\ub3c4\ub85d \uc120\ub3c4\uc801\uc778 \ubaa8\ub378\uacfc \uc2dc\uc2a4\ud15c\uc744 \uac1c\ubc29\ud558\ub294 \uac83\uc774 \uc911\uc694\ud574\uc84c\uc2b5\ub2c8\ub2e4. \uc624\ub298, Meta\ub294 Llama \uc0dd\ud0dc\uacc4\ub97c \uc804\ubc18\uc801\uc73c\ub85c \uc9c0\uc6d0\ud558\ub294 \uac00\uc7a5 \uc9c4\ubcf4\ub41c \ubaa8\ub378 \uc81c\ud488\uad70\uc744 \ubc1c\ud45c\ud558\uac8c \ub418\uc5b4 \uae30\uc069\ub2c8\ub2e4. \uc800\ud76c\ub294 \uc804\ub840 \uc5c6\ub294 \ucee8\ud14d\uc2a4\ud2b8 \uae38\uc774\ub97c \uc9c0\uc6d0\ud558\ub294 \ucd5c\ucd08\uc758 \uc624\ud508 \uc6e8\uc774\ud2b8(open-weight) \uae30\ubc18 \uba40\ud2f0\ubaa8\ub2ec \ubaa8\ub378\uc774\uc790, \ucc98\uc74c\uc73c\ub85c \uc804\ubb38\uac00 \ud63c\ud569(Mixture-of-Experts, MoE) \uc544\ud0a4\ud14d\ucc98\ub85c \uad6c\ucd95\ub41c \ubaa8\ub378\uc778 Llama 4 Scout\uc640 Llama 4 Maverick\uc744 \uc18c\uac1c\ud569\ub2c8\ub2e4.\u00a0 \ub610\ud55c, \uc138\uacc4\uc5d0\uc11c \uac00\uc7a5 \ub611\ub611\ud55c \ub300\uaddc\ubaa8 \uc5b8\uc5b4 \ubaa8\ub378 \uc911 \ud558\ub098\uc774\uc790 \uc9c0\uae08\uae4c\uc9c0 Meta\uac00 \uac1c\ubc1c\ud55c \ubaa8\ub378 \uc911 \uac00\uc7a5 \uac15\ub825\ud55c Llama 4 Behemoth\uc758 \ud504\ub9ac\ubdf0\ub3c4 \ud568\uaed8 \uacf5\uac1c\ud569\ub2c8\ub2e4. \uc774 \ubaa8\ub378\uc740 \uc2e0\uaddc Llama 4 \ubaa8\ub378\ub4e4\uc758 \uad50\uc0ac \uc5ed\ud560\uc744 \uc218\ud589\ud569\ub2c8\ub2e4. \uc774 Llama 4 \ubaa8\ub378\ub4e4\uc740 Llama \uc0dd\ud0dc\uacc4\uc758 \uc0c8\ub85c\uc6b4 \uc2dc\ub300\ub97c \uc5ec\ub294 \uc2e0\ud638\ud0c4\uc785\ub2c8\ub2e4. Meta\ub294 Llama 4 \uc2dc\ub9ac\uc988\uc5d0\uc11c \ub450 \uac00\uc9c0 \uace0\ud6a8\uc728 \ubaa8\ub378, Llama 4 Scout\uc640 Llama 4 Maverick\uc744 \uc124\uacc4\ud588\uc2b5\ub2c8\ub2e4. Llama 4 Scout\ub294 170\uc5b5 \uac1c\uc758 \ud65c\uc131 \ub9e4\uac1c\ubcc0\uc218\uc640 16\uac1c\uc758 \uc804\ubb38\uac00\ub85c \uad6c\uc131\ub41c \ubaa8\ub378\uc774\uba70, Int4 \uc591\uc790\ud654\ub97c \ud1b5\ud574 \ub2e8\uc77c H100 GPU\uc5d0\uc11c\ub3c4 \uad6c\ub3d9 \uac00\ub2a5\ud569\ub2c8\ub2e4. Llama 4 Maverick\uc740 170\uc5b5 \uac1c\uc758 \ud65c\uc131 \ub9e4\uac1c\ubcc0\uc218\uc640 128\uac1c\uc758 \uc804\ubb38\uac00\ub97c \uac16\ucd98 \ubaa8\ub378\uc774\uba70, \ub2e8\uc77c H100 \ud638\uc2a4\ud2b8\uc5d0\uc11c \uc2e4\ud589\ub429\ub2c8\ub2e4. \ub610\ud55c, Meta\ub294 \uc774\ub4e4\uc758 \uad50\uc0ac \uc5ed\ud560\uc744 \ud558\ub294 Llama 4 Behemoth\ub77c\ub294 \ubaa8\ub378\ub3c4 \ud6c8\ub828\ud588\uc2b5\ub2c8\ub2e4. \uc774 \ubaa8\ub378\uc740 MATH-500, GPQA Diamond\uc640 \uac19\uc740 STEM \uc911\uc2ec \ubca4\uce58\ub9c8\ud06c\uc5d0\uc11c GPT-4.5, Claude Sonnet 3.7, Gemini 2.0 Pro\ub97c \ub2a5\uac00\ud558\ub294 \uc131\ub2a5\uc744 \ubcf4\uc785\ub2c8\ub2e4. Llama 4 Behemoth\ub294 \uc544\uc9c1 \ud6c8\ub828 \uc911\uc774\uae30 \ub54c\ubb38\uc5d0 \ucd9c\uc2dc\ud558\uc9c0 \uc54a\uc558\uc9c0\ub9cc, Meta\uc758 \uae30\uc220\uc801 \uc811\uadfc \ubc29\uc2dd\uc5d0 \ub300\ud55c \ub354 \ub9ce\uc740 \uc815\ubcf4\ub97c \uacf5\uc720\ud560 \uc218 \uc788\uac8c \ub418\uc5b4 \uae30\uc069\ub2c8\ub2e4. \uc800\ud76c\ub294 \uc5ec\uc804\ud788 \uac1c\ubc29\uc131\uc774 \ud601\uc2e0\uc744 \uc774\ub04c\uace0, \uc774\ub294 \uac1c\ubc1c\uc790, Meta, \uadf8\ub9ac\uace0 \uc138\uc0c1 \ubaa8\ub450\uc5d0\uac8c\ub3c4 \uc774\ub85c\uc6b4 \ubc29\ud5a5\uc774\ub77c\uace0 \ubbff\uc2b5\ub2c8\ub2e4. \ub204\uad6c\ub098 \ucd5c\uc2e0 \uae30\uc220\uc744 \ud65c\uc6a9\ud574 \uc0c8\ub85c\uc6b4 \uacbd\ud5d8\uc744 \uacc4\uc18d \uad6c\ucd95\ud574\ub098\uac08 \uc218 \uc788\ub3c4\ub85d \ub3d5\uae30 \uc704\ud574 \uc624\ub298\ubd80\ud130 llama.com\uacfc Hugging Face\uc5d0\uc11c Llama 4 Scout\uc640 Llama 4 Maverick\uc744 \ub2e4\uc6b4\ub85c\ub4dc\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc55e\uc73c\ub85c \uba70\uce60 \ub0b4\uc5d0 Meta\uc758 \uc8fc\uc694 \ud30c\ud2b8\ub108\ub4e4\uc744 \ud1b5\ud574\uc11c\ub3c4 \uc774 \ub450 \uac00\uc9c0 \ubaa8\ub378\ub4e4\uc744 \uc81c\uacf5\ud560 \uc608\uc815\uc785\ub2c8\ub2e4. \ub610\ud55c, \uc624\ub298\ubd80\ud130 WhatsApp, Messenger, Instagram DM, Meta.AI \uc6f9\uc0ac\uc774\ud2b8\uc5d0\uc11c Llama 4 \uae30\ubc18\uc758 Meta AI\ub97c \uc9c1\uc811 \uccb4\ud5d8\ud574 \ubcfc \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub294 Llama 4 \uceec\ub809\uc158\uc758 \uc2dc\uc791\uc5d0 \ubd88\uacfc\ud569\ub2c8\ub2e4. Meta\ub294 \uac00\uc7a5 \uc9c0\ub2a5\uc801\uc778 \uc2dc\uc2a4\ud15c\uc740 \uc77c\ubc18\ud654\ub41c \ud589\ub3d9\uc744 \uc218\ud589\ud558\uace0, \uc0ac\ub78c\ub4e4\uacfc \uc790\uc5f0\uc2a4\ub7fd\uac8c \ub300\ud654\ud558\uba70, \uc774\uc804\uc5d0 \ubcf8 \uc801 \uc5c6\ub294 \uc5b4\ub824\uc6b4 \ubb38\uc81c\ub3c4 \ud574\uacb0\ud560 \uc218 \uc788\uc5b4\uc57c \ud55c\ub2e4\uace0 \ubbff\uc2b5\ub2c8\ub2e4. Llama \ubaa8\ub378\uc5d0 \uc774\ub7ec\ud55c \ub2a5\ub825\uc744 \ubd80\uc5ec\ud558\uba74 Meta\uc758 \ud50c\ub7ab\ud3fc\uc744 \uc0ac\uc6a9\ud558\ub294 \uc0ac\ub78c\ub4e4\uc5d0\uac8c \ub354 \ub098\uc740 \uc81c\ud488\uc744 \uc81c\uacf5\ud558\uace0, \uac1c\ubc1c\uc790\ub4e4\uc5d0\uac8c\ub294 \ucc28\uc138\ub300 \uc18c\ube44\uc790 \ubc0f \ube44\uc988\ub2c8\uc2a4 \ud65c\uc6a9 \uc0ac\ub840\ub97c \ud601\uc2e0\ud560 \uc218 \uc788\ub294 \ub354 \ub9ce\uc740 \uae30\ud68c\ub97c \uc5f4\uc5b4\uc904 \uac83\uc785\ub2c8\ub2e4. \uc800\ud76c\ub294 \uacc4\uc18d\ud574\uc11c \ub450 \ubaa8\ub378\uacfc \uc81c\ud488\uc5d0 \ub300\ud55c \uc5f0\uad6c \ubc0f \ud504\ub85c\ud1a0\ud0c0\uc774\ud551\uc744 \uc9c4\ud589\ud558\uace0 \uc788\uc73c\uba70, \uc800\ud76c\uc758 \ube44\uc804\uc744 \uc624\ub294 4\uc6d4 29\uc77c\uc5d0 \uc5f4\ub9ac\ub294 \ub77c\ub9c8\ucf58(LlamaCon)\uc5d0\uc11c \ub354 \uc790\uc138\ud788 \uacf5\uc720\ud560 \uc608\uc815\uc785\ub2c8\ub2e4. \uc9c0\uae08 \ub77c\ub9c8\ucf58 \uc54c\ub9bc \uc124\uc815\uc744 \uc2e0\uccad\ud558\uace0 \ub354 \ub9ce\uc740 \uc815\ubcf4\ub97c \ud655\uc778\ud558\uc138\uc694. \uc5ec\ub7ec\ubd84\uc774 \uc800\ud76c \ubaa8\ub378\uc744 \uae30\ubc18\uc73c\ub85c \uac1c\ubc1c\ud558\ub294 \uac1c\ubc1c\uc790\uc774\ub4e0, \uc5c5\ubb34 \ud504\ub85c\uc138\uc2a4\uc5d0 Meta\uc758 \ubaa8\ub378\uc744 \ud1b5\ud569\ud558\ub824\ub294 \uae30\uc5c5\uc774\ub4e0, \ud639\uc740 \ub2e8\uc21c\ud788 AI\uc758 \uc7a0\uc7ac\uc801\uc778 \ud65c\uc6a9\uacfc \uc774\uc810\uc5d0 \ub300\ud574 \uad81\uae08\ud55c \uc0ac\ub78c\uc774\ub4e0, Llama 4 Scout\uc640 Llama 4 Maverick\uc740 \uc81c\ud488\uc5d0 \ucc28\uc138\ub300 \uc9c0\ub2a5\uc744 \ub354 \ud560 \uc218 \uc788\ub294 \uac00\uc7a5 \ucd5c\uace0\uc758 \uc120\ud0dd\uc785\ub2c8\ub2e4. \uc624\ub298, \uc800\ud76c\ub294 \uc774 \ubaa8\ub378\ub4e4\uc758 \uac1c\ubc1c \uacfc\uc815\uc5d0\uc11c \ud575\uc2ec\uc774 \ub418\ub294 4\uac00\uc9c0 \uc8fc\uc694 \uc694\uc18c\uc640 \uc5f0\uad6c \ubc0f \uc124\uacc4 \uacfc\uc815\uc5d0 \ub300\ud55c \uc778\uc0ac\uc774\ud2b8\ub97c \uacf5\uc720\ud558\uac8c \ub418\uc5b4 \uae30\uc069\ub2c8\ub2e4. \ub610\ud55c, \ucee4\ubba4\ub2c8\ud2f0\uac00 \uc0c8\ub85c\uc6b4 Llama 4 \ubaa8\ub378\uc744 \ud65c\uc6a9\ud574 \uc5b4\ub5a4 \ub180\ub77c\uc6b4 \uacbd\ud5d8\uc744 \ub9cc\ub4e4\uc5b4\ub0bc\uc9c0 \ubc8c\uc368\ubd80\ud130 \uae30\ub300\uac00 \ub429\ub2c8\ub2e4. \uc0ac\uc804 \ud559\uc2b5 \uc774\ubc88 Llama 4 \ubaa8\ub378\ub4e4\uc740 Llama \uc2dc\ub9ac\uc988\uc758 \uc815\uc218\ub97c \ubcf4\uc5ec\uc8fc\uba70, \ud06c\uae30\uac00 \ud6e8\uc52c \ud070 \ubaa8\ub378\ub4e4\uc744 \ub2a5\uac00\ud558\ub294 \ub6f0\uc5b4\ub09c \uba40\ud2f0\ubaa8\ub2ec \uc131\ub2a5\uc744 \uacbd\uc7c1\ub825 \uc788\ub294 \ube44\uc6a9\uc5d0 \uc81c\uacf5\ud569\ub2c8\ub2e4. \ucc28\uc138\ub300 Llama \ubaa8\ub378\uc744 \uad6c\ucd95\ud558\uae30 \uc704\ud574 Meta\ub294 \uc0ac\uc804 \ud559\uc2b5(pre-training) \uacfc\uc815\uc5d0\uc11c \uc5ec\ub7ec \uac00\uc9c0 \uc0c8\ub85c\uc6b4 \uc811\uadfc \ubc29\uc2dd\uc744 \ub3c4\uc785\ud574\uc57c \ud588\uc2b5\ub2c8\ub2e4. \uc0c8\ub86d\uac8c \uc120\ubcf4\uc774\ub294 Llama 4 \ubaa8\ub378\uc740 Meta\uac00 \ucc98\uc74c\uc73c\ub85c \uc804\ubb38\uac00 \ud63c\ud569(MoE) \uc544\ud0a4\ud14d\ucc98\ub97c \uc801\uc6a9\ud55c \ubaa8\ub378\uc785\ub2c8\ub2e4. MoE \uad6c\uc870\uc5d0\uc11c\ub294 \ud558\ub098\uc758 \ud1a0\ud070\uc774 \uc804\uccb4 \ub9e4\uac1c\ubcc0\uc218 \uc911 \uc77c\ubd80\ub9cc\uc744 \ud65c\uc131\ud654\ud569\ub2c8\ub2e4. \ub355\ubd84\uc5d0 MoE \uc544\ud0a4\ud14d\ucc98\ub294 \ud559\uc2b5\uacfc \ucd94\ub860 \uce21\uba74\uc5d0\uc11c \ubcf4\ub2e4 \ud6a8\uc728\uc801\uc778 \uc5f0\uc0b0\uc774 \uac00\ub2a5\ud558\uba70, \ub3d9\uc77c\ud55c \ud559\uc2b5 \ud50c\ub86d\uc2a4(FLoating point OPerations, FLOPs) \uc608\uc0b0 \ub0b4\uc5d0\uc11c \ubc00\uc9d1\ud615(dense) \ubaa8\ub378\uc5d0 \ube44\ud574 \ub354 \ub192\uc740 \ud488\uc9c8\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, Llama 4 Maverick \ubaa8\ub378\uc740 170\uc5b5 \uac1c\uc758 \ud65c\uc131 \ub9e4\uac1c\ubcc0\uc218\uc640 \ucd1d 4,000\uc5b5 \uac1c\uc758 \ub9e4\uac1c\ubcc0\uc218\ub97c \uac00\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \ubaa8\ub378\uc740 \ucd94\ub860 \ud6a8\uc728\uc131\uc744 \ub192\uc774\uae30 \uc704\ud574 \ubc00\uc9d1\ud615(dense) \uacc4\uce35\uacfc \uc804\ubb38\uac00 \ud63c\ud569\ud615(MoE) \uacc4\uce35\uc744 \ubc88\uac08\uc544 \uc0ac\uc6a9\ud569\ub2c8\ub2e4. MoE \uacc4\uce35\uc740 128\uac1c\uc758 \ub77c\uc6b0\ud305 \uc804\ubb38\uac00\uc640 \ud558\ub098\uc758 \uacf5\uc720 \uc804\ubb38\uac00\ub97c \uc0ac\uc6a9\ud558\uba70, \uac01 \ud1a0\ud070\uc740 \uacf5\uc720 \uc804\ubb38\uac00\uc640 128\uac1c\uc758 \ub77c\uc6b0\ud305 \uc804\ubb38\uac00 \uc911 \ud558\ub098\uc5d0 \uc804\ub2ec\ub429\ub2c8\ub2e4. \uacb0\uacfc\uc801\uc73c\ub85c \ubaa8\ub4e0 \ub9e4\uac1c\ubcc0\uc218\uac00 \uba54\ubaa8\ub9ac\uc5d0 \uc800\uc7a5\ub418\uc9c0\ub9cc, \uc2e4\uc81c \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud558\ub294 \ub3d9\uc548\uc5d0\ub294 \uc804\uccb4 \ub9e4\uac1c\ubcc0\uc218 \uc911 \uc77c\ubd80\ub9cc\uc774 \ud65c\uc131\ud654\ub429\ub2c8\ub2e4. \uc774\ub85c \uc778\ud574 \ubaa8\ub378 \uc11c\ube44\uc2a4 \ube44\uc6a9\uacfc \uc9c0\uc5f0 \uc2dc\uac04\uc774 \uc904\uc5b4\ub4e4\uc5b4, \ucd94\ub860 \ud6a8\uc728\uc131\uc774 \ud5a5\uc0c1\ub429\ub2c8\ub2e4. Llama 4 Maverick\uc740 \ub2e8\uc77c NVIDIA H100 DGX \ud638\uc2a4\ud2b8\uc5d0\uc11c \uc27d\uac8c \ubc30\ud3ec\ud560 \uc218 \uc788\uc73c\uba70, \ubd84\uc0b0 \ucd94\ub860\uc744 \ud1b5\ud574 \ucd5c\ub300\uc758 \ud6a8\uc728\uc131\uc744 \ub2ec\uc131\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. Llama 4 \ubaa8\ub378\uc740 \uae30\ubcf8\uc801\uc73c\ub85c \uba40\ud2f0\ubaa8\ub2ec \uae30\ub2a5\uc744 \uace0\ub824\ud574 \uc124\uacc4\ub418\uc5c8\uc73c\uba70, \ucd08\uae30 \uc735\ud569(early fusion) \ubc29\uc2dd\uc744 \ud1b5\ud574 \ud14d\uc2a4\ud2b8\uc640 \ube44\uc804 \ud1a0\ud070\uc744 \ud558\ub098\uc758 \ud1b5\ud569\ub41c \ubaa8\ub378 \ubc31\ubcf8\uc5d0 \uc790\uc5f0\uc2a4\ub7fd\uac8c \ud1b5\ud569\ud569\ub2c8\ub2e4. \ucd08\uae30 \uc735\ud569\uc740 \uc911\uc694\ud55c \uc9c4\uc804\uc73c\ub85c, \uc774\ub97c \ud1b5\ud574 \ub77c\ubca8\uc774 \uc5c6\ub294 \ub300\ub7c9\uc758 \ud14d\uc2a4\ud2b8, \uc774\ubbf8\uc9c0, \uc601\uc0c1 \ub370\uc774\ud130\ub97c \ud568\uaed8 \uc0ac\uc804 \ud559\uc2b5\ud560 \uc218 \uc788\uac8c \ud574\uc90d\ub2c8\ub2e4. \ub610\ud55c Meta\ub294 Llama 4\uc758 \ube44\uc804 \uc778\ucf54\ub354\ub3c4 \uac1c\uc120\ud588\uc2b5\ub2c8\ub2e4. \uc774 \uc778\ucf54\ub354\ub294 MetaCLIP\uc744 \uae30\ubc18\uc73c\ub85c \ud558\uc9c0\ub9cc, LLM\uc5d0 \ub354 \uc798 \uc801\uc751\ud560 \uc218 \uc788\ub3c4\ub85d \uace0\uc815\ub41c(frozen) Llama \ubaa8\ub378\uacfc \ud568\uaed8 \ubcc4\ub3c4\ub85c \ud559\uc2b5\ub418\uc5c8\uc2b5\ub2c8\ub2e4. Meta\ub294 MetaP\ub77c\ub294 \uc0c8\ub85c\uc6b4 \ud559\uc2b5 \uae30\ubc95\uc744 \uac1c\ubc1c\ud588\uc2b5\ub2c8\ub2e4. \uc774 \uae30\ubc95\uc740 \uacc4\uce35\ubcc4 \ud559\uc2b5\ub960\uc774\ub098 \ucd08\uae30\ud654 \ucc99\ub3c4 \ub4f1 \uc8fc\uc694 \ubaa8\ub378 \ud558\uc774\ud37c \ud30c\ub77c\ubbf8\ud130(hyper-parameter)\ub97c \uc548\uc815\uc801\uc73c\ub85c \uc124\uc815\ud560 \uc218 \uc788\ub3c4\ub85d \ud574\uc90d\ub2c8\ub2e4.\u00a0 \ub610\ud55c, \uc774\ub807\uac8c \uc124\uc815\ud55c \ud558\uc774\ud37c \ud30c\ub77c\ubbf8\ud130\ub4e4\uc740 \ubc30\uce58 \ud06c\uae30(batch size), \ubaa8\ub378\uc758 \ud3ed\uacfc \uae4a\uc774, \ud559\uc2b5 \ud1a0\ud070 \uc218\uac00 \ub2ec\ub77c\uc838\ub3c4 \uc798 \uc791\ub3d9\ud55c\ub2e4\ub294 \uac83\uc744 \ud655\uc778\ud588\uc2b5\ub2c8\ub2e4. Llama 4\ub294 200\uac1c \uc5b8\uc5b4\ub85c \uc0ac\uc804 \ud559\uc2b5\ub418\uc5c8\uc73c\uba70, \uc774 \uc911 100\uac1c \uc774\uc0c1\uc758 \uc5b8\uc5b4\ub294 \uac01\uac01 10\uc5b5 \uac1c \uc774\uc0c1\uc758 \ud1a0\ud070\uc744 \ud3ec\ud568\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc804\uccb4\uc801\uc73c\ub85c Llama 3\ubcf4\ub2e4 10\ubc30 \uc774\uc0c1 \ub9ce\uc740 \ub2e4\uad6d\uc5b4 \ud1a0\ud070\uc744 \uae30\ubc18\uc73c\ub85c \ud574, \ub354 \ud6a8\uacfc\uc801\uc778 \uc624\ud508\uc18c\uc2a4 \ud30c\uc778\ud29c\ub2dd\uc744 \uac00\ub2a5\ud558\uac8c \ud569\ub2c8\ub2e4. \ucd94\uac00\ub85c, Meta\ub294 FP8 \uc815\ubc00\ub3c4(FP8 precision)\ub97c \uc0ac\uc6a9\ud574 \ud488\uc9c8 \uc800\ud558 \uc5c6\uc774 \ub192\uc740 FLOPs \ud65c\uc6a9\ub960\uc744 \ub2ec\uc131\ud558\uba70 \ubaa8\ub378 \ud559\uc2b5\uc758 \ud6a8\uc728\uc744 \ub192\uc600\uc2b5\ub2c8\ub2e4. FP8\uacfc 32K GPU\ub97c \ud65c\uc6a9\ud574 Llama 4 Behemoth \ubaa8\ub378\uc744 \uc0ac\uc804 \ud559\uc2b5\ud560 \ub54c, \uc800\ud76c\ub294 GPU\ub2f9 390 TFLOPs\uc758 \uc131\ub2a5\uc744 \ub2ec\uc131\ud588\uc2b5\ub2c8\ub2e4. \ud559\uc2b5\uc5d0 \uc0ac\uc6a9\ub41c \uc804\uccb4 \ub370\uc774\ud130 \ubbf9\uc2a4\ub294 30\uc870 \uac1c \uc774\uc0c1\uc758 \ud1a0\ud070\uc73c\ub85c \uad6c\uc131\ub418\uc5b4 \uc788\uc73c\uba70, \uc774\ub294 Llama 3\uc758 \uc0ac\uc804 \ud559\uc2b5 \ub370\uc774\ud130 \uad6c\uc131\ubcf4\ub2e4 \ub450 \ubc30 \uc774\uc0c1 \ub9ce\uc740 \uc591\uc785\ub2c8\ub2e4. \uc774 \ub370\uc774\ud130\uc5d0\ub294 \ub2e4\uc591\ud55c \ud14d\uc2a4\ud2b8, \uc774\ubbf8\uc9c0, \uc601\uc0c1 \ub370\uc774\ud130\uc14b\uc774 \ud3ec\ud568\ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4. Meta\ub294 \ubaa8\ub378\uc758 \ud575\uc2ec \uc5ed\ub7c9\uc744 \ub354\uc6b1 \uac15\ud654\ud558\uae30 \uc704\ud574 \u201c\uc911\uac04 \ud559\uc2b5(mid-training)\u201d\uc774\ub77c \ubd80\ub974\ub294 \ub2e8\uacc4\ub97c \ub3c4\uc785\ud588\uc2b5\ub2c8\ub2e4. \uc774 \ub2e8\uacc4\uc5d0\uc11c\ub294 \uae34 \ubb38\ub9e5 \ucc98\ub9ac\ub97c \uc704\ud55c \ud2b9\uc218 \ub370\uc774\ud130\uc14b\uc744 \ud65c\uc6a9\ud55c \uc0c8\ub85c\uc6b4 \ud559\uc2b5 \ub808\uc2dc\ud53c\ub97c \uc801\uc6a9\ud588\uc2b5\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \ubaa8\ub378\uc758 \uc804\ubc18\uc801\uc778 \ud488\uc9c8\uc744 \ub192\uc774\ub294 \ub3d9\uc2dc\uc5d0, Llama 4 Scout\uac00 \uc5c5\uacc4 \ucd5c\uace0 \uc218\uc900\uc778 1,000\ub9cc \ud1a0\ud070\uc758 \uc785\ub825 \ucee8\ud14d\uc2a4\ud2b8 \uae38\uc774\ub97c \uc9c0\uc6d0\ud560 \uc218 \uc788\ub3c4\ub85d \ub9cc\ub4e4 \uc218 \uc788\uc5c8\uc2b5\ub2c8\ub2e4. \uc2e0\uaddc \ubaa8\ub378\uc5d0 \ub300\ud55c \uc0ac\ud6c4 \ud559\uc2b5 \uc774\ubc88\uc5d0 \uacf5\uac1c\ub41c \ucd5c\uc2e0 \ubaa8\ub378\ub4e4\uc740 \ub2e4\uc591\ud55c \ud65c\uc6a9 \uc0ac\ub840\uc640 \uac1c\ubc1c\uc790\uc758 \uc694\uad6c\ub97c \ucda9\uc871\ud560 \uc218 \uc788\ub3c4\ub85d, \uc791\uc740 \ubaa8\ub378\ubd80\ud130 \ub300\ud615 \ubaa8\ub378\uae4c\uc9c0 \ud3ed\ub113\uc740 \uc635\uc158\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. Llama 4 Maverick\uc740 \uc774\ubbf8\uc9c0\uc640 \ud14d\uc2a4\ud2b8 \uc774\ud574\uc5d0\uc11c \uc5c5\uacc4 \ucd5c\uace0 \uc218\uc900\uc758 \uc131\ub2a5\uc744 \uc81c\uacf5\ud558\uba70, \uc5b8\uc5b4 \uc7a5\ubcbd\uc744 \ub118\uc5b4\uc11c\ub294 \uc815\uad50\ud55c AI \uc560\ud50c\ub9ac\ucf00\uc774\uc158 \uac1c\ubc1c\uc744 \uac00\ub2a5\ud558\uac8c \ud569\ub2c8\ub2e4. \uc774 \ubaa8\ub378\uc740 \ubc94\uc6a9 \uc5b4\uc2dc\uc2a4\ud134\ud2b8\uc640 \ucc57\ubd07 \ud65c\uc6a9 \uc0ac\ub840\uc5d0\uc11c \ud575\uc2ec \uc5ed\ud560\uc744 \uc218\ud589\ud560 \uc218 \uc788\ub294 \uc8fc\ub825 \ubaa8\ub378\ub85c, \uc815\ubc00\ud55c \uc774\ubbf8\uc9c0 \uc774\ud574\uc640 \ucc3d\uc758\uc801\uc778 \uae00\uc4f0\uae30 \uc791\uc5c5\uc5d0\ub3c4 \ud0c1\uc6d4\ud55c \uc131\ub2a5\uc744 \ubc1c\ud718\ud569\ub2c8\ub2e4. Llama 4 Maverick \ubaa8\ub378\uc758 \uc0ac\ud6c4 \ud559\uc2b5 \ub2e8\uacc4\uc5d0\uc11c \uac00\uc7a5 \uc5b4\ub824\uc6e0\ub358 \uc810\uc740 \ub2e4\uc591\ud55c \uc785\ub825 \ubaa8\ub2ec\ub9ac\ud2f0(input modalities)\uc640 \ucd94\ub860 \ub2a5\ub825 \ubc0f \ub300\ud654 \ub2a5\ub825\uc758 \uade0\ud615\uc744 \ub9de\ucd94\ub294 \uac83\uc774\uc5c8\uc2b5\ub2c8\ub2e4. \uc774\ub97c \uc704\ud574 \uc800\ud76c\ub294 \uac1c\ubcc4 \ubaa8\ub2ec\ub9ac\ud2f0 \uc804\ubb38\uac00 \ubaa8\ub378\uc5d0 \ube44\ud574 \uc131\ub2a5\uc744 \uc190\ud574 \ubcf4\uc9c0 \uc54a\uc73c\uba74\uc11c \uc774\ub4e4\uc744 \ud1b5\ud569\ud558\uae30 \uc704\ud574 \uc815\uad50\ud558\uac8c \uad6c\uc131\ub41c \uad50\uc721 \ucee4\ub9ac\ud058\ub7fc \uc804\ub7b5\uc744 \uac1c\ubc1c\ud588\uc2b5\ub2c8\ub2e4. Llama 4\uc758 \uc0ac\ud6c4 \ud559\uc2b5 \ud30c\uc774\ud504\ub77c\uc778\uc740 \uae30\uc874\uacfc \ub2e4\ub978 \ubc29\uc2dd\uc73c\ub85c \uad6c\uc131\ub418\uc5b4 \uc788\uc73c\uba70, \uacbd\ub7c9\ud654\ub41c \uac10\ub3c5 \ubbf8\uc138\uc870\uc815(supervised fine-tuning, SFT) \u2192 \uc628\ub77c\uc778 \uac15\ud654 \ud559\uc2b5(reinforcement learning, RL) \u2192 \uacbd\ub7c9\ud654\ub41c \uc9c1\uc811 \uc120\ud638 \ucd5c\uc801\ud654(direct preference optimization, DPO)\uc758 \ub2e8\uacc4\ub85c \uc774\ub8e8\uc5b4\uc9d1\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc5d0\uc11c \uc5bb\uc740 \uc911\uc694\ud55c \uc778\uc0ac\uc774\ud2b8 \uc911 \ud558\ub098\ub294, SFT\uc640 DPO\uac00 \ubaa8\ub378\uc758 \ud0d0\uc0c9 \ub2a5\ub825\uc744 \uacfc\ub3c4\ud558\uac8c \uc81c\uc57d\ud574, \ud2b9\ud788 \ucd94\ub860, \ucf54\ub529, \uc218\ud559 \uc601\uc5ed\uc5d0\uc11c \uc815\ud655\ub3c4\uac00 \ub5a8\uc5b4\uc9c8 \uc218 \uc788\ub2e4\ub294 \uc810\uc774\uc5c8\uc2b5\ub2c8\ub2e4. \uc774\ub97c \ud574\uacb0\ud558\uae30 \uc704\ud574, \uc800\ud76c\ub294 Llama \ubaa8\ub378\uc744 \ud3c9\uac00\uc790\ub85c \ud65c\uc6a9\ud574, \uc26c\uc6b4 \ub370\uc774\ud130\ub85c \ubd84\ub958\ub41c \ub370\uc774\ud130\uc758 50% \uc774\uc0c1\uc744 \uc81c\uac70\ud558\uace0, \ub098\uba38\uc9c0 \ub354 \uc5b4\ub824\uc6b4 \ub370\uc774\ud130\ub9cc\uc744 \ub300\uc0c1\uc73c\ub85c SFT\ub97c \uc218\ud589\ud588\uc2b5\ub2c8\ub2e4. \uc774\ud6c4 \uba40\ud2f0\ubaa8\ub2ec \uc628\ub77c\uc778 \uac15\ud654 \ud559\uc2b5(RL) \ub2e8\uacc4\uc5d0\uc11c\ub294 \uc5b4\ub824\uc6b4 \ud504\ub86c\ud504\ud2b8\ub97c \uc120\ubcc4\ud568\uc73c\ub85c\uc368 \uc131\ub2a5\uc744 \ube44\uc57d\uc801\uc73c\ub85c \ud5a5\uc0c1\uc2dc\ud0ac \uc218 \uc788\uc5c8\uc2b5\ub2c8\ub2e4. \ub610\ud55c, \uc9c0\uc18d\uc801\uc778 \uc628\ub77c\uc778 \uac15\ud654 \ud559\uc2b5 \uc804\ub7b5\uc744 \ub3c4\uc785\ud588\uc2b5\ub2c8\ub2e4. \uc774 \uc804\ub7b5\uc740 \ubaa8\ub378\uc744 \ud559\uc2b5\uc2dc\ud0a4\ub294 \ub2e8\uacc4\uc640, \ud559\uc2b5\ub41c \ubaa8\ub378\uc744 \ud65c\uc6a9\ud574 \uc911\uac04\uc5d0\uc11c \uace0\ub09c\ub3c4 \uc218\uc900\uc758 \ud504\ub86c\ud504\ud2b8\ub9cc\uc744 \uc9c0\uc18d\uc801\uc73c\ub85c \ud544\ud130\ub9c1 \ubc0f \uc720\uc9c0\ud558\ub294 \ub2e8\uacc4\ub97c \ubc88\uac08\uc544 \uc218\ud589\ud558\ub294 \ubc29\uc2dd\uc785\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc811\uadfc\uc740 \ucef4\ud4e8\ud305 \uc790\uc6d0\uacfc \uc815\ud655\ub3c4 \uac04\uc758 \uade0\ud615 \uce21\uba74\uc5d0\uc11c \ub9e4\uc6b0 \ud6a8\uacfc\uc801\uc784\uc744 \uc785\uc99d\ud558\uc600\uc2b5\ub2c8\ub2e4. \uc774\ud6c4\uc5d0\ub294 \ubaa8\ub378 \uc751\ub2f5 \ud488\uc9c8\uacfc \uad00\ub828\ub41c \uadf9\ub2e8\uc801\uc778 \uc0ac\ub840\ub4e4(corner cases)\uc744 \ub2e4\ub8e8\uae30 \uc704\ud574 \uacbd\ub7c9\ud654\ub41c DPO \uc808\ucc28\ub97c \uc801\uc6a9\ud588\uc2b5\ub2c8\ub2e4. \uadf8 \uacb0\uacfc, \ubaa8\ub378\uc758 \uc9c0\ub2a5\uacfc \ub300\ud654 \ub2a5\ub825 \uc0ac\uc774\uc5d0\uc11c \uade0\ud615 \uc7a1\ud78c \uc131\ub2a5\uc744 \uc774\ub04c\uc5b4\ub0bc \uc218 \uc788\uc5c8\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ud30c\uc774\ud504\ub77c\uc778 \uad6c\uc870\uc640 \uc801\uc751\ud615 \ub370\uc774\ud130 \ud544\ud130\ub9c1\uc744 \uc801\uc6a9\ud55c \uc9c0\uc18d\uc801\uc778 \uc628\ub77c\uc778 \uac15\ud654 \ud559\uc2b5 \uc804\ub7b5\uc740 \ucd5c\uc885\uc801\uc73c\ub85c \uc5c5\uacc4 \ucd5c\uace0 \uc218\uc900\uc758 \uc9c0\ub2a5\uacfc \uc774\ubbf8\uc9c0 \uc774\ud574 \ub2a5\ub825\uc744 \uac16\ucd98 \ubc94\uc6a9 \ucc57 \ubaa8\ub378\uc744 \uc644\uc131\ud558\ub294\ub370 \uae30\uc5ec\ud588\uc2b5\ub2c8\ub2e4. \ubc94\uc6a9 LLM\uc778 Llama 4 Maverick\uc740 170\uc5b5 \uac1c\uc758 \ud65c\uc131 \ub9e4\uac1c\ubcc0\uc218, 128\uac1c\uc758 \uc804\ubb38\uac00, \ucd1d\u00a0 4,000\uc5b5 \uac1c\uc758 \ub9e4\uac1c\ubcc0\uc218\ub85c \uad6c\uc131\ub418\uba70, Llama 3.3 70B \ubaa8\ub378 \ub300\ube44 \ub354 \ub0ae\uc740 \ube44\uc6a9\uc73c\ub85c \ub354 \ub192\uc740 \ud488\uc9c8\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \ub610\ud55c, \ucf54\ub529, \ucd94\ub860, \ub2e4\uad6d\uc5b4, \uc7a5\ubb38 \ucee8\ud14d\uc2a4\ud2b8, \uc774\ubbf8\uc9c0 \ubca4\uce58\ub9c8\ud06c\uc5d0\uc11c GPT-4o, Gemini 2.0 \ub4f1 \ube44\uad50\ud560 \ub9cc\ud55c \uc8fc\uc694 \ubaa8\ub378\ub4e4\uc744 \ub6f0\uc5b4\ub118\ub294 \uc131\ub2a5\uc744 \ubcf4\uc5ec\uc8fc\ub294 \ub3d9\uae09 \ucd5c\uace0 \uc218\uc900\uc758 \uba40\ud2f0\ubaa8\ub2ec \ubaa8\ub378\uc774\uba70, \ucf54\ub529\uacfc \ucd94\ub860 \uc601\uc5ed\uc5d0\uc11c\ub294 \ud6e8\uc52c \ud070 \uaddc\ubaa8\uc758 DeepSeek v3.1\uacfc \ube44\uad50\ud574\ub3c4 \uacbd\uc7c1\ub825 \uc788\ub294 \uc131\ub2a5\uc744 \uc790\ub791\ud569\ub2c8\ub2e4. \ud55c\ud3b8, \ube44\uad50\uc801 \uc791\uace0 \uac00\ubcbc\uc6b4 \ubc94\uc6a9 \ubaa8\ub378\uc778 Llama 4 Scout\ub294 170\uc5b5 \uac1c\uc758 \ud65c\uc131 \ub9e4\uac1c\ubcc0\uc218, 16\uac1c\uc758 \uc804\ubb38\uac00, \ucd1d 1\uc5b5 900\ub9cc \uac1c\uc758 \ub9e4\uac1c\ubcc0\uc218\ub85c \uad6c\uc131\ub410\uc73c\uba70 \ub3d9\uae09 \ucd5c\uace0 \uc218\uc900\uc758 \uc131\ub2a5\uc744 \uc790\ub791\ud569\ub2c8\ub2e4. Llama 3\uac00 128K \ud1a0\ud070\uc744 \uc9c0\uc6d0\ud588\ub358 \uac83\uc5d0 \ube44\ud574, Llama 4 Scout\ub294 \ucee8\ud14d\uc2a4\ud2b8 \uae38\uc774\ub97c \ub300\ud3ed \ud655\ub300\ud574, \uc5c5\uacc4 \ucd5c\uace0 \uc218\uc900\uc778 1,000\ub9cc \ud1a0\ud070\uc758 \ucee8\ud14d\uc2a4\ud2b8 \uae38\uc774\ub97c \ucc98\ub9ac\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub355\ubd84\uc5d0 \ub2e4\uc911 \ubb38\uc11c \uc694\uc57d, \uac1c\uc778\ud654\ub97c \uc704\ud55c \uad11\ubc94\uc704\ud55c \uc0ac\uc6a9\uc790 \ud65c\ub3d9 \ubd84\uc11d, \ub300\uaddc\ubaa8 \ucf54\ub4dc \ubca0\uc774\uc2a4\uc5d0 \ub300\ud55c \ucd94\ub860 \ub4f1 \ub2e4\uc591\ud55c \uc791\uc5c5\uc758 \uac00\ub2a5\uc131\uc774 \uc5f4\ub838\uc2b5\ub2c8\ub2e4. Llama 4 Scout\ub294 256K \ud1a0\ud070\uc758 \ucee8\ud14d\uc2a4\ud2b8 \uae38\uc774\ub85c \uc0ac\uc804 \ud559\uc2b5\uacfc \uc0ac\ud6c4 \ud559\uc2b5\uc744 \ubaa8\ub450 \uc218\ud589\ud588\uc73c\uba70, \uc774\ub97c \ud1b5\ud574 \uae30\ubcf8 \ubaa8\ub378\uc774 \ub9e4\uc6b0 \ub192\uc740 \uc218\uc900\uc758 \ubb38\ub9e5 \uae38\uc774 \uc77c\ubc18\ud654(length generalization) \ub2a5\ub825\uc744 \uac16\ucd94\uac8c \ub418\uc5c8\uc2b5\ub2c8\ub2e4. \uc800\ud76c\ub294 \uc7a5\ubb38\uc5d0\uc11c \uc911\uc694\ud55c \uc815\ubcf4\ub97c \ucc3e\uc544\ub0b4\ub294 \u201c\uac74\ucd08 \ub354\ubbf8 \uc18d \ubc14\ub298 \ucc3e\uae30(Retrieval needle in haystack)\u201d \uc640 \uac19\uc740 \ud14d\uc2a4\ud2b8 \uae30\ubc18\uc758 \uac80\uc0c9 \uad00\ub828 \uacfc\uc81c\ub098, 1,000\ub9cc \ud1a0\ud070 \ubd84\ub7c9\uc758 \ucf54\ub4dc\uc5d0 \ub300\ud55c \ub204\uc801 \uc74c\uc758 \ub85c\uadf8\uc6b0\ub3c4(negative log-likelihoods, NLLs) \uacc4\uc0b0\uacfc \uac19\uc740 \uacfc\uc81c\uc5d0\uc11c Llama 4 Scout\uac00 \uc778\uc0c1\uc801\uc778 \uacb0\uacfc\ub97c \ubcf4\uc5ec\uc900 \uac83\uc744 \ud655\uc778\ud588\uc2b5\ub2c8\ub2e4. Llama 4 \uc544\ud0a4\ud14d\ucc98\uc758 \ud575\uc2ec \ud601\uc2e0 \uc911 \ud558\ub098\ub294 \uc704\uce58 \uc784\ubca0\ub529(Position Embedding)\uc744 \uc0ac\uc6a9\ud558\uc9c0 \uc54a\uace0 \uad50\ucc28 \ubc30\uce58\ub41c attention \uacc4\uce35(interleaved attention layers)\uc744 \uc801\uc6a9\ud55c \uc810\uc785\ub2c8\ub2e4. \ub610\ud55c \ucd94\ub860 \ub2e8\uacc4\uc5d0\uc11c attention\uc758 \uc628\ub3c4\ub97c \uc870\uc815\ud558\ub294 \ubc29\uc2dd(temperature scaling)\uc744 \uc801\uc6a9\ud574 \ubb38\ub9e5 \uae38\uc774 \uc77c\ubc18\ud654 \uc131\ub2a5\uc744 \ud5a5\uc0c1\uc2dc\ucf30\uc2b5\ub2c8\ub2e4. Meta\ub294 \uc774\ub7ec\ud55c \uad6c\uc870\ub97c iRoPE \uc544\ud0a4\ud14d\ucc98\ub77c\uace0 \ubd80\ub985\ub2c8\ub2e4. \uc5ec\uae30\uc11c \u201ci\u201d\ub294 interleaved attention layers, \uc989 \uad50\ucc28 \ubc30\uce58\ub41c attention \uacc4\uce35\uc744 \uc758\ubbf8\ud558\uba70 \uc774\ub294 \uc0ac\uc2e4\uc0c1 \ubb34\ud55c\uc5d0 \uac00\uae4c\uc6b4 \ubb38\ub9e5 \uae38\uc774\ub97c \uc9c0\uc6d0\ud558\uaca0\ub2e4\ub294 \uc7a5\uae30\uc801\uc778 \ubaa9\ud45c\ub97c \ubc18\uc601\ud569\ub2c8\ub2e4. \u201cRoPE\u201d\ub294 \ub300\ubd80\ubd84\uc758 \uacc4\uce35\uc5d0\uc11c \uc0ac\uc6a9\ub41c \ud68c\uc804 \uc704\uce58 \uc784\ubca0\ub529(rotary position embeddings)\uc744 \ub73b\ud569\ub2c8\ub2e4. Meta\ub294 \ub450 \ubaa8\ub378 \ubaa8\ub450 \ub2e4\uc591\ud55c \uc774\ubbf8\uc9c0 \ubc0f \uc601\uc0c1 \ud504\ub808\uc784 \uc2a4\ud2f8\ucef7(\uc815\uc9c0 \uc0f7)\uc73c\ub85c \ud559\uc2b5\uc2dc\ucf1c, \uc2dc\uac04 \ud750\ub984\uc774 \uc788\ub294 \ud65c\ub3d9\uc774\ub098 \uc5f0\uad00\ub41c \uc774\ubbf8\uc9c0\uc5d0 \ub300\ud55c \uc774\ud574\ub97c \ud3ec\ud568\ud55c \ud3ed\ub113\uc740 \uc2dc\uac01\uc801 \uc774\ud574 \ub2a5\ub825\uc744 \uac16\ucd94\ub3c4\ub85d \ud588\uc2b5\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \ud14d\uc2a4\ud2b8 \ud504\ub86c\ud504\ud2b8\uc640 \ud568\uaed8 \uc5ec\ub7ec \uc774\ubbf8\uc9c0\ub97c \uc785\ub825\ubc1b\uc544 \uc2dc\uac01\uc801 \ucd94\ub860\uacfc \uc774\ud574 \uacfc\uc81c\ub97c \uc790\uc5f0\uc2a4\ub7fd\uace0 \uc190\uc27d\uac8c \uc218\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ubaa8\ub378\uc740 \ucd5c\ub300 48\uc7a5\uc758 \uc774\ubbf8\uc9c0\ub85c \uc0ac\uc804 \ud559\uc2b5\ub418\uc5c8\uc73c\uba70, \uc0ac\ud6c4 \ud559\uc2b5\uc5d0\uc11c\ub294 \ucd5c\ub300 8\uc7a5\uc758 \uc774\ubbf8\uc9c0 \uc785\ub825\uc5d0 \ub300\ud574 \uc6b0\uc218\ud55c \uc131\ub2a5\uc744 \ubcf4\uc5ec\uc8fc\uc5c8\uc2b5\ub2c8\ub2e4. \ub610\ud55c Llama 4 Scout\ub294 \uc774\ubbf8\uc9c0 \uadf8\ub77c\uc6b4\ub529(image grounding) \ubd84\uc57c\uc5d0\uc11c\ub3c4 \ub3d9\uae09 \ucd5c\uace0 \uc218\uc900\uc758 \uc131\ub2a5\uc744 \uc790\ub791\ud569\ub2c8\ub2e4. \uc0ac\uc6a9\uc790\uc758 \ud504\ub86c\ud504\ud2b8\ub97c \uad00\ub828\ub41c \uc2dc\uac01\uc801 \uac1c\ub150\uacfc \uc815\ubc00\ud558\uac8c \uc5f0\uacb0\ud558\uace0, \ubaa8\ub378\uc758 \uc751\ub2f5\uc744 \uc774\ubbf8\uc9c0 \ub0b4 \ud2b9\uc815 \uc601\uc5ed\uc5d0 \uace0\uc815\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 LLM\uc774 \uc0ac\uc6a9\uc790 \uc758\ub3c4\ub97c \ub354 \uc815\ud655\ud788 \uc774\ud574\ud558\uace0, \uad00\uc2ec \uac1d\uccb4\ub97c \uc774\ubbf8\uc9c0\uc5d0\uc11c \uc815\ud655\ud788 \ucc3e\uc544\ub0b4\ub294 \uc2dc\uac01\uc801 \uc9c8\ubb38 \uc751\ub2f5(visual question answering)\uc774 \uac00\ub2a5\ud574\uc9d1\ub2c8\ub2e4. \ub610\ud55c Llama 4 Scout\ub294 \ucf54\ub529, \ucd94\ub860, \uc7a5\ubb38 \ucee8\ud14d\uc2a4\ud2b8, \uc774\ubbf8\uc9c0 \ubca4\uce58\ub9c8\ud06c \ubd84\uc57c\uc5d0\uc11c \uc720\uc0ac \ubaa8\ub378\ub4e4\uc744 \ub2a5\uac00\ud558\uba70, \uc774\uc804\uc758 \ubaa8\ub4e0 Llama \ubaa8\ub378\ubcf4\ub2e4 \ub354 \uac15\ub825\ud55c \uc131\ub2a5\uc744 \uc790\ub791\ud569\ub2c8\ub2e4. \uc774 \uc0c8\ub85c\uc6b4 \ubaa8\ub378\ub4e4\uc740 \ubbf8\ub798\uc758 \uc0c8\ub85c\uc6b4 \uc0c1\ud638 \uc791\uc6a9 \ubc29\uc2dd\uc744 \uac00\ub2a5\ud558\uac8c \ud560 \ud575\uc2ec \uae30\ubc18 \uc694\uc18c\uc785\ub2c8\ub2e4. \uc624\ud508 \uc18c\uc2a4\uc5d0 \ub300\ud55c Meta\uc758 \uc57d\uc18d\uc5d0 \ub530\ub77c, Llama 4 Maverick\uacfc Llama 4 Scout\ub294 llama.com\uacfc Hugging Face\uc5d0\uc11c \ub204\uad6c\ub098 \ub2e4\uc6b4\ub85c\ub4dc\ud560 \uc218 \uc788\ub3c4\ub85d \uacf5\uac1c\ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4. \ub610\ud55c, \uc774 \ubaa8\ub378\ub4e4\uc740 \uc870\ub9cc\uac04 \uac00\uc7a5 \ub110\ub9ac \uc0ac\uc6a9\ub418\ub294 \uc8fc\uc694 \ud074\ub77c\uc6b0\ub4dc \ubc0f \ub370\uc774\ud130 \ud50c\ub7ab\ud3fc, \uc5e3\uc9c0 \uc2e4\ub9ac\ucf58, \uae00\ub85c\ubc8c \uc11c\ube44\uc2a4 \ud1b5\ud569 \uc5c5\uccb4\ub97c \ud1b5\ud574\uc11c\ub3c4 \uc81c\uacf5\ub420 \uc608\uc815\uc785\ub2c8\ub2e4. Llama\uc758 \uc2a4\ucf00\uc77c \ud655\uc7a5: 2\uc870 \ub9e4\uac1c\ubcc0\uc218\uc758 Behemoth \uc800\ud76c\ub294 Llama 4 Behemoth\uc758 \ud504\ub9ac\ubdf0\ub97c \uacf5\uc720\ud560 \uc218 \uc788\uac8c \ub418\uc5b4 \uae30\uc069\ub2c8\ub2e4. \uc774 \ubaa8\ub378\uc740 \ub3d9\uae09 \ubaa8\ub378 \uc911\uc5d0\uc11c\ub3c4 \uac00\uc7a5 \ub6f0\uc5b4\ub09c \uc9c0\ub2a5\uc744 \ubcf4\uc5ec\uc8fc\ub294 \uad50\uc0ac \ubaa8\ub378(teacher model)\uc785\ub2c8\ub2e4. Llama 4 Behemoth\ub294 \uba40\ud2f0\ubaa8\ub2ec \uc804\ubb38\uac00 \ud63c\ud569(MoE) \uc544\ud0a4\ud14d\ucc98\ub97c \uae30\ubc18\uc73c\ub85c \ud558\uba70, 2,880\uc5b5 \uac1c\uc758 \ud65c\uc131 \ub9e4\uac1c\ubcc0\uc218, 16\uac1c\uc758 \uc804\ubb38\uac00, \ucd1d 2\uc870 \uac1c\uc5d0 \uac00\uae4c\uc6b4 \ub9e4\uac1c\ubcc0\uc218\ub97c \uac16\ucd94\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc218\ud559, \ub2e4\uad6d\uc5b4, \uc774\ubbf8\uc9c0 \ubca4\uce58\ub9c8\ud06c\uc5d0\uc11c \ube44\ucd94\ub860(non-reasoning) \ubaa8\ub378 \uc911 \ucd5c\uace0 \uc218\uc900\uc758 \uc131\ub2a5\uc744 \uc81c\uacf5\ud558\uba70, \ub354 \uc791\uc740 Llama 4 \ubaa8\ub378\ub4e4\uc744 \ud559\uc2b5\uc2dc\ud0a4\uae30\uc5d0 \uc774\uc0c1\uc801\uc778 \uad50\uc0ac \ubaa8\ub378\uc774\uc5c8\uc2b5\ub2c8\ub2e4.\u00a0 \uc800\ud76c\ub294 Llama 4 Maverick \ubaa8\ub378\uc744 Llama 4 Behemoth\ub97c \uad50\uc0ac\ub85c \uc0bc\uc544 \uacf5\ub3d9 \uc99d\ub958(codistilled)\ud588\uc73c\uba70, \uadf8 \uacb0\uacfc \uc5ec\ub7ec \ucd5c\uc885 \uacfc\uc81c \ud3c9\uac00 \uc9c0\ud45c\uc5d0\uc11c \ud604\uc800\ud55c \ud488\uc9c8 \uac1c\uc120\uc744 \uc774\ub04c\uc5b4\ub0c8\uc2b5\ub2c8\ub2e4. \uadf8\ub9ac\uace0 \ud559\uc2b5 \uacfc\uc815\uc5d0\uc11c \uc18c\ud504\ud2b8 \ud0c0\uae43\uacfc \ud558\ub4dc \ud0c0\uae43\uc758 \uac00\uc911\uce58\ub97c \ub3d9\uc801\uc73c\ub85c \uc870\uc808\ud558\ub294 \uc0c8\ub85c\uc6b4 \uc99d\ub958 \uc190\uc2e4 \ud568\uc218(distillation loss function)\ub97c \uac1c\ubc1c\ud588\uc2b5\ub2c8\ub2e4. \uc0ac\uc804 \ud559\uc2b5 \ub2e8\uacc4\uc5d0\uc11c Llama 4 Behemoth\ub85c\ubd80\ud130\uc758 \uacf5\ub3d9 \uc99d\ub958\ub294 \ud559\uc0dd \ubaa8\ub378 \ud6c8\ub828\uc5d0 \uc0ac\uc6a9\ub418\ub294 \ub300\ubd80\ubd84\uc758 \ud559\uc2b5 \ub370\uc774\ud130\uc5d0 \ub300\ud574 \uc99d\ub958 \ud0c0\uae43\uc744 \uc0dd\uc131\ud558\ub294 \ub370 \ud544\uc694\ud55c \uace0\ube44\uc6a9 \uc815\ubc29\ud5a5 \uc5f0\uc0b0\uc758 \uacc4\uc0b0 \ubd80\ub2f4\uc744 \ud6a8\uacfc\uc801\uc73c\ub85c \ubd84\uc0b0\uc2dc\ucf1c\uc8fc\uc5c8\uc2b5\ub2c8\ub2e4. \ub610\ud55c \ud559\uc0dd \ubaa8\ub378\uc758 \ud6c8\ub828 \uacfc\uc815\uc5d0\uc11c \uc0c8\ub86d\uac8c \ud3ec\ud568\ub41c \ub370\uc774\ud130\uc5d0 \ub300\ud574\uc11c\ub294 Behemoth \ubaa8\ub378\uc744 \ud1b5\ud574 \uc9c1\uc811 \uc815\ubc29\ud5a5 \uc5f0\uc0b0\uc744 \uc218\ud589\ud574 \uc99d\ub958 \ud0c0\uae43\uc744 \uc0dd\uc131\ud588\uc2b5\ub2c8\ub2e4. 2\uc870 \uac1c\uc758 \ub9e4\uac1c\ubcc0\uc218\ub97c \uac00\uc9c4 \ubaa8\ub378\uc758 \uc0ac\ud6c4 \ud559\uc2b5 \ub610\ud55c \uc0c1\ub2f9\ud55c \ub3c4\uc804\uc774\uc5c8\uc73c\uba70, \uc774\ub97c \uc704\ud574\u00a0 \ub370\uc774\ud130 \uaddc\ubaa8\ubd80\ud130 \uc804\uccb4 \ud559\uc2b5 \ub808\uc2dc\ud53c\ub97c \uc644\uc804\ud788 \uc7ac\uad6c\uc131\ud558\uace0 \uac1c\ud3b8\ud574\uc57c \ud588\uc2b5\ub2c8\ub2e4. \ucd5c\ub300 \uc131\ub2a5\uc744 \uc774\ub04c\uc5b4\ub0b4\uae30 \uc704\ud574, \uc18c\ud615 \ubaa8\ub378\uc5d0\uc11c\ub294 50%\ub9cc \uc904\uc600\ub358 SFT \ub370\uc774\ud130\ub97c \uc774 \ubaa8\ub378\uc5d0\uc11c\ub294 \ubb34\ub824 95%\uae4c\uc9c0 \uc120\ubcc4\ud574 \uc904\uc5ec \ud488\uc9c8\uacfc \ud6a8\uc728\uc131\uc5d0 \uc9d1\uc911\ud560 \uc218 \uc788\ub3c4\ub85d \ud588\uc2b5\ub2c8\ub2e4. \ub610\ud55c, \uacbd\ub7c9\ud654\ub41c SFT \uc218\ud589 \uc774\ud6c4 \ub300\uaddc\ubaa8 \uac15\ud654 \ud559\uc2b5\uc744 \uc801\uc6a9\ud558\ub294 \ubc29\uc2dd\uc774 \ubaa8\ub378\uc758 \ucd94\ub860 \ubc0f \ucf54\ub529 \ub2a5\ub825\uc744 \ub354\uc6b1 \ud06c\uac8c \ud5a5\uc0c1\uc2dc\ud0a8\ub2e4\ub294 \uc810\ub3c4 \ubc1c\uacac\ud588\uc2b5\ub2c8\ub2e4. \uac15\ud654 \ud559\uc2b5 \ub808\uc2dc\ud53c\ub294 \uc815\ucc45 \ubaa8\ub378(policy model)\uc744 \ud65c\uc6a9\ud574 pass@k \ubd84\uc11d\uc744 \uc218\ud589\ud558\uace0, \uc810\uc810 \ub354 \ub09c\uc774\ub3c4 \ub192\uc740 \ud504\ub86c\ud504\ud2b8\ub85c \uad6c\uc131\ub41c \ud559\uc2b5 \ucee4\ub9ac\ud058\ub7fc\uc744 \uc124\uacc4\ud574 \uc5b4\ub824\uc6b4 \ud504\ub86c\ud504\ud2b8\ub97c \uc0d8\ud50c\ub9c1\ud558\ub294 \ub370 \ucd08\uc810\uc744 \ub9de\ucdc4\uc2b5\ub2c8\ub2e4. \ub610\ud55c, \ud559\uc2b5 \uc911 \uc131\ub2a5 \ud5a5\uc0c1\uc5d0 \uae30\uc5ec\ud558\uc9c0 \uc54a\ub294 \ud504\ub86c\ud504\ud2b8(zero advantage prompts)\ub97c \ub3d9\uc801\uc73c\ub85c \uac78\ub7ec\ub0b4\uace0, \ub2e4\uc591\ud55c \ub2a5\ub825 \uc601\uc5ed\uc758 \ud504\ub86c\ud504\ud2b8\ub97c \ud63c\ud569\ud574 \ud559\uc2b5 \ubc30\uce58(batch)\ub97c \uad6c\uc131\ud558\ub294 \ubc29\uc2dd\uc774 \uc218\ud559, \ucd94\ub860, \ucf54\ub529 \uc131\ub2a5 \ud5a5\uc0c1\uc5d0 \ud575\uc2ec\uc801\uc778 \uc5ed\ud560\uc744 \ud588\ub2e4\ub294 \uac83\uc744 \ubc1c\uacac\ud588\uc2b5\ub2c8\ub2e4.\u00a0 \ub9c8\uc9c0\ub9c9\uc73c\ub85c, \ub2e4\uc591\ud55c \uc2dc\uc2a4\ud15c \uba85\ub839\uc5b4(system instructions)\ub97c \uc0d8\ud50c\ub9c1\ud558\ub294 \uac83\ub3c4 \ub9e4\uc6b0 \uc911\uc694\ud588\uc2b5\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \ubaa8\ub378\uc774 \ucd94\ub860 \ubc0f \ucf54\ub529 \uad00\ub828 \uacfc\uc81c\uc5d0\uc11c \uba85\ub839\uc5b4\ub97c \ub530\ub974\ub294 \ub2a5\ub825\uc744 \uc720\uc9c0\ud558\uba70, \ub2e4\uc591\ud55c \uc791\uc5c5\uc5d0\uc11c\ub3c4 \uc6b0\uc218\ud55c \uc131\ub2a5\uc744 \ub0bc \uc218 \uc788\ub3c4\ub85d \ub9cc\ub4e4 \uc218 \uc788\uc5c8\uc2b5\ub2c8\ub2e4. \ub9e4\uac1c\ubcc0\uc218\uac00 2\uc870 \uac1c\uc5d0 \ub2ec\ud558\ub294 \ubaa8\ub378\uc5d0 \ub300\ud55c \uac15\ud654 \ud559\uc2b5\uc744 \ud655\uc7a5\ud558\uae30 \uc704\ud574\uc11c\ub294 \uae30\uc874\uc758 \uac15\ud654 \ud559\uc2b5 \uc778\ud504\ub77c\ub97c \uc804\uba74\uc801\uc73c\ub85c \uac1c\ud3b8\ud574\uc57c \ud588\uc2b5\ub2c8\ub2e4. \uc800\ud76c\ub294 \uc18d\ub3c4\ub97c \ub192\uc774\uae30 \uc704\ud574 \uc804\ubb38\uac00 \ud63c\ud569(MoE) \ubcd1\ub82c\ud654 \uad6c\uc870\ub97c \ucd5c\uc801\ud654\ud588\uace0, \uc774\ub97c \ud1b5\ud574 \ubc18\ubcf5 \uc18d\ub3c4\ub97c \ub192\uc77c \uc218 \uc788\uc5c8\uc2b5\ub2c8\ub2e4. \ub610\ud55c \uc644\uc804\ud788 \ube44\ub3d9\uae30\uc801\uc778 \uc628\ub77c\uc778 \uac15\ud654 \ud559\uc2b5 \ud504\ub808\uc784\uc6cc\ud06c\ub97c \uac1c\ubc1c\ud574 \uc720\uc5f0\uc131\uc744 \uadf9\ub300\ud654\ud588\uc2b5\ub2c8\ub2e4. \uae30\uc874\uc758 \ubd84\uc0b0 \ud559\uc2b5 \ud504\ub808\uc784\uc6cc\ud06c\ub294 \ubaa8\ub4e0 \ubaa8\ub378\uc744 \uba54\ubaa8\ub9ac\uc5d0 \uc801\uc7ac\ud558\uba74\uc11c \uc5f0\uc0b0 \uba54\ubaa8\ub9ac\ub97c \ud76c\uc0dd\ud574\uc57c \ud588\ub358 \ubc18\uba74, \uc0c8\ub85c\uc6b4 \uc778\ud504\ub77c\ub294 \ub2e4\uc591\ud55c \ubaa8\ub378\uc744 \uac1c\ubcc4 GPU\uc5d0 \uc720\uc5f0\ud558\uac8c \ubc30\uce58\ud558\uace0, \uc5f0\uc0b0 \uc18d\ub3c4\uc5d0 \ub530\ub77c \ub9ac\uc18c\uc2a4\ub97c \uade0\ud615 \uc788\uac8c \ubd84\ubc30\ud560 \uc218 \uc788\ub3c4\ub85d \uc124\uacc4\ub418\uc5c8\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ud601\uc2e0 \ub355\ubd84\uc5d0 \uc774\uc804 \uc138\ub300 \ub300\ube44 \uc57d 10\ubc30 \ud5a5\uc0c1\ub41c \ud559\uc2b5 \ud6a8\uc728\uc131\uc744 \ub2ec\uc131\ud560 \uc218 \uc788\uc5c8\uc2b5\ub2c8\ub2e4. \uc548\uc804 \ubc0f \ubcf4\ud638 \uc7a5\uce58 Meta\ub294 \uac00\uc7a5 \uc720\uc6a9\ud55c \ubaa8\ub378\uc744 \uac1c\ubc1c\ud558\ub294 \ub3d9\uc2dc\uc5d0 \uc2ec\uac01\ud55c \uc704\ud5d8\uc5d0 \ub300\ube44\ud558\uace0 \uc774\ub97c \uc644\ud654\ud558\ub294 \uac83\uc744 \ubaa9\ud45c\ub85c \ud569\ub2c8\ub2e4. \uc800\ud76c\ub294 Llama 4\ub97c \uac1c\ubc1c\ud560 \ub54c Meta\uc758 \u2018\uac1c\ubc1c\uc790 \ud65c\uc6a9 \uac00\uc774\ub4dc: AI \ubcf4\ud638(Developer Use Guide: AI Protections)\u2019\uc5d0 \uba85\uc2dc\ub41c \ubaa8\ubc94 \uc0ac\ub840\ub97c \ub530\ub790\uc2b5\ub2c8\ub2e4. \uc774\ub294 \uc0ac\uc804 \ud559\uc2b5\ubd80\ud130 \uc0ac\ud6c4 \ud559\uc2b5, \uadf8\ub9ac\uace0 \uc545\uc758\uc801\uc778 \uc0ac\uc6a9\uc790\ub97c \ubc29\uc5b4\ud560 \uc218 \uc788\ub3c4\ub85d \uc870\uc815 \uac00\ub2a5\ud55c \uc2dc\uc2a4\ud15c \uc218\uc900\uc758 \ubcf4\ud638 \uc870\uce58\ub97c \uac01 \uac1c\ubc1c \ub2e8\uacc4\uc5d0 \ud1b5\ud569\ud558\ub294 \ubc29\uc2dd\uc73c\ub85c \uad6c\uc131\ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uac1c\ubc1c\uc790\ub4e4\uc774 \uc720\uc6a9\ud558\uace0 \uc548\uc804\ud558\uba70 \ub2e4\uc591\ud55c \uc0c1\ud669\uc5d0 \uc720\uc5f0\ud558\uac8c \ub300\uc751\ud560 \uc218 \uc788\ub294 Llama \uae30\ubc18 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \uac1c\ubc1c\ud560 \uc218 \uc788\ub3c4\ub85d \uc9c0\uc6d0\ud569\ub2c8\ub2e4. \uc0ac\uc804 \ubc0f \uc0ac\ud6c4 \ud559\uc2b5 \uc644\ud654 \uc870\uce58 Meta\ub294 \uc0ac\uc804 \ud559\uc2b5 \ub2e8\uacc4\uc5d0\uc11c \ubaa8\ub378\uc744 \uc548\uc804\ud558\uac8c \ubcf4\ud638\ud558\uae30 \uc704\ud574 \ub2e4\ub978 \ub370\uc774\ud130 \uc644\ud654 \uae30\ubc95\ub4e4\uacfc \ud568\uaed8 \ub370\uc774\ud130 \ud544\ud130\ub9c1\uc744 \uc0ac\uc6a9\ud569\ub2c8\ub2e4. \uc0ac\ud6c4 \ud559\uc2b5 \ub2e8\uacc4\uc5d0\uc11c\ub294 \ubaa8\ub378\uc774 \uc0ac\uc6a9\uc790\uc640 \uac1c\ubc1c\uc790 \ubaa8\ub450\uc5d0\uac8c \ub3c4\uc6c0\uc774 \ub418\ub294 \uc815\ucc45\uc5d0 \ubd80\ud569\ud558\ub3c4\ub85d \ub2e4\uc591\ud55c \uae30\uc220\uc744 \uc801\uc6a9\ud558\uba70, \uac01 \ub2e8\uacc4\uc5d0\uc11c \uc801\uc808\ud55c \uc218\uc900\uc758 \uc548\uc804 \ub370\uc774\ud130\ub97c \ubc18\uc601\ud569\ub2c8\ub2e4. \uc2dc\uc2a4\ud15c \ucc28\uc6d0\uc758 \uc811\uadfc \ubc29\uc2dd \uc2dc\uc2a4\ud15c \ucc28\uc6d0\uc5d0\uc11c Meta\ub294 \uc7a0\uc7ac\uc801\uc73c\ub85c \uc720\ud574\ud55c \uc785\ub825 \ubc0f \ucd9c\ub825\uc744 \uc2dd\ubcc4\ud558\uace0 \uc774\uc5d0 \ub300\uc751\ud560 \uc218 \uc788\ub3c4\ub85d \uc5ec\ub7ec \uc548\uc804 \uc7a5\uce58\ub97c \uc624\ud508\uc18c\uc2a4\ub85c \uc81c\uacf5\ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ub3c4\uad6c\ub4e4\uc740 Llama \ubaa8\ub378\uc5d0 \ud1b5\ud569\ud558\uac70\ub098, \ub2e4\ub978 \uc11c\ub4dc\ud30c\ud2f0 \ub3c4\uad6c\ub4e4\uacfc \ud568\uaed8 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. Llama Guard: MLCommons\uc640 \ud568\uaed8 \uac1c\ubc1c\ud55c \uc704\ud5d8 \uc694\uc18c \ubd84\ub958 \uccb4\uacc4(hazards taxonomy)\ub97c \uae30\ubc18\uc73c\ub85c \uc124\uacc4\ub41c \uc785\ucd9c\ub825 \uc548\uc804\uc131\uc744 \uc704\ud55c LLM\uc785\ub2c8\ub2e4. \uac1c\ubc1c\uc790\ub4e4\uc740 \uc774\ub97c \ud65c\uc6a9\ud574 \uac01\uc790\uc758 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0 \uc124\uc815\ud55c \uc815\ucc45\uc744 \uc704\ubc18\ud558\ub294 \uc785\ucd9c\ub825\uc774 \uc788\ub294\uc9c0 \uac10\uc9c0\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. Prompt Guard: \ub300\uaddc\ubaa8 \uacf5\uaca9 \ub370\uc774\ud130\uc14b\uc744 \uae30\ubc18\uc73c\ub85c \ud559\uc2b5\ub41c \ubd84\ub958 \ubaa8\ub378\ub85c, \uc545\uc758\uc801\uc778 \ud504\ub86c\ud504\ud2b8(\ud0c8\uc625 \ud504\ub86c\ud504\ud2b8)\ub294 \ubb3c\ub860, \ud504\ub86c\ud504\ud2b8 \uc778\uc81d\uc158 \uacf5\uaca9\uae4c\uc9c0 \ud0d0\uc9c0\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. CyberSecEval: \uc0dd\uc131\ud615 AI\uc758 \uc0ac\uc774\ubc84 \ubcf4\uc548 \uc704\ud5d8\uc744 \uc774\ud574\ud558\uace0 \uc904\uc774\ub294 \ub370 \ub3c4\uc6c0\uc744 \uc8fc\ub294 \ud3c9\uac00 \ub3c4\uad6c\ub85c, AI \ubaa8\ub378 \ubc0f \uc81c\ud488 \uac1c\ubc1c\uc790\ub97c \uc9c0\uc6d0\ud569\ub2c8\ub2e4. \uac1c\ubc1c\uc790\ub4e4\uc740 \uc774\ub7ec\ud55c \ub3c4\uad6c\ub4e4\uc774 \uac01\uc790\uc758 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0 \ub9de\uac8c \uc870\uc815\ud560 \uc218 \uc788\uc744 \ub54c \uac00\uc7a5 \ud6a8\uacfc\uc801\uc774\uace0 \uc720\uc6a9\ud558\ub2e4\uace0 \uc804\ud588\uc2b5\ub2c8\ub2e4. \uc774\uc5d0 \ub530\ub77c, Meta\ub294 \uac1c\ubc1c\uc790\ub4e4\uc774 \uac01\uc790\uc758 \ud544\uc694\uc5d0 \ub530\ub77c \uac00\uc7a5 \uc548\uc804\ud558\uace0 \ud6a8\uacfc\uc801\uc778 \uacbd\ud5d8\uc744 \uad6c\ucd95\ud560 \uc218 \uc788\ub3c4\ub85d \uac1c\ubc29\ud615 \uc194\ub8e8\uc158\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \ub610\ud55c, \uc624\ud508\uc18c\uc2a4 \ucee4\ubba4\ub2c8\ud2f0\uc5d0 \ub3c4\uc6c0\uc774 \ub418\ub294 \uc5c5\uacc4 \uc804\ubc18\uc758 \uc2dc\uc2a4\ud15c \ud45c\uc900\uc744 \ub9cc\ub4e4\uae30 \uc704\ud574 \uc804 \uc138\uacc4\u00a0 \ud30c\ud2b8\ub108\ub4e4\uacfc \ud611\ub825\ud574 \ub098\uac08 \uacc4\ud68d\uc785\ub2c8\ub2e4. \ud3c9\uac00 \ubc0f \ub808\ub4dc\ud300 \ud14c\uc2a4\ud2b8 Meta\ub294 \ub2e4\uc591\ud55c \uc2dc\ub098\ub9ac\uc624\uc640 \ud65c\uc6a9 \uc0ac\ub840 \uc804\ubc18\uc5d0 \uac78\uccd0 \ubaa8\ub378\uc744 \uccb4\uacc4\uc801\uc73c\ub85c \ud14c\uc2a4\ud2b8\ud558\uba70, \uc774\ub97c \ud1b5\uc81c \uac00\ub2a5\ud558\uace0 \ubc18\ubcf5 \uac00\ub2a5\ud55c \ubc29\uc2dd\uc73c\ub85c \uc218\ud589\ud569\ub2c8\ub2e4. \uc774\ub807\uac8c \uc5bb\uc5b4\uc9c4 \ub370\uc774\ud130\ub294 \uc0ac\ud6c4 \ud559\uc2b5\uc5d0 \ubc18\uc601\ub418\uc5b4 \ubaa8\ub378\uc744 \uc9c0\uc18d\uc801\uc73c\ub85c \uac1c\uc120\ud558\ub294 \ub370 \ud65c\uc6a9\ub429\ub2c8\ub2e4. Meta\ub294 \uc790\ub3d9\ud654 \ubc0f \uc218\ub3d9 \ud14c\uc2a4\ud2b8\ub97c \ubcd1\ud589\ud558\uc5ec, \ub2e4\uc591\ud55c \uc8fc\uc81c\uc5d0 \uac78\uccd0 \ubaa8\ub378\uc744 \uc2a4\ud2b8\ub808\uc2a4 \ud14c\uc2a4\ud2b8\ud569\ub2c8\ub2e4. \uc774\ub54c \u2018\uc801\ub300\uc801 \ub3d9\uc801 \ud0d0\uc0c9(adversarial dynamic probing)\u2019 \uae30\ubc95\uc744 \ud65c\uc6a9\ud574 \uc704\ud611\uc801\uc778 \uc0c1\ud669\uc5d0 \ub300\ud55c \ubaa8\ub378\uc758 \ubc18\uc751\uc744 \uc810\uac80\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \ubaa8\ub378\uc758 \uc7a0\uc7ac\uc801 \uc704\ud5d8 \uc694\uc18c\ub97c \ub354 \uc798 \ud30c\uc545\ud558\uace0, \uc815\ubc00\ud558\uac8c \ud3c9\uac00\ud560 \uc218 \uc788\ub294 \uae30\ubc18\uc744 \ub9c8\ub828\ud588\uc2b5\ub2c8\ub2e4. \uadf8 \ub300\ud45c\uc801\uc778 \uc608\uac00 \uc0c8\ub86d\uac8c \uac1c\ubc1c\ud55c \uc0dd\uc131\ud615 \uacf5\uaca9 \uc5d0\uc774\uc804\ud2b8 \ud14c\uc2a4\ud2b8(Generative Offensive Agent Testing, GOAT)\uc785\ub2c8\ub2e4. GOAT\ub294 \uae30\uc874 \ub808\ub4dc\ud300 \ud14c\uc2a4\ud2b8\uc758 \ud55c\uacc4\ub97c \ubcf4\uc644\ud558\uba70, \uc911\uae09 \uc218\uc900\uc758 \uacf5\uaca9\uc790\uac00 \ucc38\uc5ec\ud558\ub294 \ub2e4\uc911 \ud134 \uc0c1\ud638\uc791\uc6a9\uc744 \uc2dc\ubbac\ub808\uc774\uc158\ud568\uc73c\ub85c\uc368 \ud14c\uc2a4\ud2b8 \ubc94\uc704\ub97c \ud655\uc7a5\ud558\uace0 \ucde8\uc57d\uc810\uc744 \uc870\uae30\uc5d0 \uc2dd\ubcc4\ud560 \uc218 \uc788\ub3c4\ub85d \uc9c0\uc6d0\ud569\ub2c8\ub2e4. GOAT\ub294 \ud14c\uc2a4\ud2b8 \ub3c4\uad6c\uc5d0 \uc790\ub3d9\ud654\ub97c \ub3c4\uc785\ud568\uc73c\ub85c\uc368, \uc54c\ub824\uc9c4 \uc704\ud5d8 \uc601\uc5ed\uc740 \uc790\ub3d9\ud654\uac00 \ucc98\ub9ac\ud558\uace0, \uc804\ubb38 \ub808\ub4dc\ud300 \uc778\ub825\uc740 \ubcf4\ub2e4 \uc0c8\ub85c\uc6b4 \uc720\ud615\uc758 \uacf5\uaca9 \uc2dc\ub098\ub9ac\uc624\uc5d0 \uc9d1\uc911\ud560 \uc218 \uc788\ub3c4\ub85d \ud574\uc90d\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ubc29\uc2dd\uc740 \ud14c\uc2a4\ud2b8 \uacfc\uc815\uc744 \ubcf4\ub2e4 \ud6a8\uc728\uc801\uc774\uace0 \ud6a8\uacfc\uc801\uc73c\ub85c \ub9cc\ub4e4 \ubfd0\ub9cc \uc544\ub2c8\ub77c, \uc704\ud5d8\uc5d0 \ub300\ud55c \uc815\ub7c9\uc801\u00b7\uc815\uc131\uc801 \ud1b5\ucc30\ub825\uc744 \ub354\uc6b1 \uc815\uad50\ud558\uac8c \uad6c\ucd95\ud560 \uc218 \uc788\ub3c4\ub85d \ub3d5\uc2b5\ub2c8\ub2e4. \ub300\uaddc\ubaa8 \uc5b8\uc5b4 \ubaa8\ub378\uc758 \ud3b8\ud5a5\uc131 \ubb38\uc81c \ud574\uacb0 \uc8fc\uc694 \ub300\uaddc\ubaa8 \uc5b8\uc5b4 \ubaa8\ub378\ub4e4\uc774 \ud3b8\ud5a5\uc131 \ubb38\uc81c\ub97c \uc548\uace0 \uc788\ub2e4\ub294 \uac83\uc740 \ub110\ub9ac \uc54c\ub824\uc9c4 \uc0ac\uc2e4\uc785\ub2c8\ub2e4. \ud2b9\ud788 \uc815\uce58\uc801\u00b7\uc0ac\ud68c\uc801 \ub17c\uc7c1\uc774 \uc788\ub294 \uc8fc\uc81c\uc5d0\uc11c\ub294 \uc9c4\ubcf4\uc801\uc73c\ub85c \uae30\uc6b8\uc5b4\uc84c\ub2e4\ub294 \ud3c9\uac00\ub97c \ubc1b\uc544\uc654\uc2b5\ub2c8\ub2e4. \uc774\ub294 \uc778\ud130\ub137\uc5d0 \uacf5\uac1c\ub41c \ud559\uc2b5 \ub370\uc774\ud130\uc758 \ud2b9\uc131\uc5d0 \uae30\uc778\ud569\ub2c8\ub2e4. Meta\ub294 AI \ubaa8\ub378\uc758 \ud3b8\ud5a5\uc744 \uc81c\uac70\ud558\uace0, Llama\uac00 \ub17c\uc7c1\uc774 \uc788\ub294 \uc774\uc288\uc5d0 \ub300\ud574 \uc591\uce21\uc758 \uc785\uc7a5\uc744 \uade0\ud615 \uc788\uac8c \uc774\ud574\ud558\uace0 \uc124\uba85\ud560 \uc218 \uc788\ub3c4\ub85d \ub9cc\ub4dc\ub294 \uac83\uc744 \ubaa9\ud45c\ub85c \ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ub178\ub825\uc758 \uc77c\ud658\uc73c\ub85c, Llama\uac00 \uc9c8\ubb38\uc5d0 \uade0\ud615 \uc788\uac8c \ubc18\uc751\ud558\uace0, \ub2e4\uc591\ud55c \uad00\uc810\uc744 \ud310\ub2e8 \uc5c6\uc774 \uc218\uc6a9\ud558\uba70, \ud2b9\uc815 \uc785\uc7a5\uc744 \ud3b8\ub4e4\uc9c0 \uc54a\ub3c4\ub85d \uc9c0\uc18d\uc801\uc73c\ub85c \uac1c\uc120\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. Meta\ub294 \uc774\ubc88 \ucd9c\uc2dc\ub97c \ud1b5\ud574 \uc774\ub7ec\ud55c \ub178\ub825\uc758 \uc131\uacfc\ub97c \uc785\uc99d\ud588\uc2b5\ub2c8\ub2e4. Llama 4\ub294 Llama 3\ubcf4\ub2e4 \uc131\ub2a5\uc774 \ud06c\uac8c \ud5a5\uc0c1\ub418\uc5c8\uc73c\uba70, Grok\uacfc\ub3c4 \uacac\uc904 \uc218 \uc788\ub294 \uc218\uc900\uc785\ub2c8\ub2e4. Llama 4\ub294 \uc815\uce58\uc801\u00b7\uc0ac\ud68c\uc801\uc73c\ub85c \ub17c\uc7c1\uc774 \uc788\ub294 \uc8fc\uc81c\uc5d0 \ub300\ud55c \uc751\ub2f5 \uac70\ubd80\uc728\uc774 \uc804\ubc18\uc801\uc73c\ub85c \uac10\uc18c\ud588\uc2b5\ub2c8\ub2e4. Llama 3.3\uc5d0\uc11c\ub294 \uc57d 7%\uc600\ub358 \uac70\ubd80\uc728\uc774 Llama 4\uc5d0\uc11c\ub294 2% \ubbf8\ub9cc\uc73c\ub85c \ub0ae\uc544\uc84c\uc2b5\ub2c8\ub2e4. \ub610\ud55c Llama 4\ub294 \uc751\ub2f5\uc744 \uac70\ubd80\ud558\ub294 \uae30\uc900\uc5d0\uc11c\ub3c4 \ud6e8\uc52c \ub354 \uade0\ud615 \uc7a1\ud78c \uc591\uc0c1\uc744 \ubcf4\uc785\ub2c8\ub2e4. \ub17c\uc7c1\uc774 \uc788\ub294 \uc8fc\uc81c\uc5d0\uc11c \ud2b9\uc815 \uad00\uc810\uc5d0\ub9cc \ud3b8\ud5a5\ub418\uac8c \uac70\ubd80\ud558\ub294 \ube44\uc728\uc740 1% \ubbf8\ub9cc\uc73c\ub85c \ub0ae\uc544\uc84c\uc2b5\ub2c8\ub2e4. \ub0b4\ubd80 \ud14c\uc2a4\ud2b8 \uacb0\uacfc, Llama 4\ub294 \uc815\uce58\uc801 \ub610\ub294 \uc0ac\ud68c\uc801\uc73c\ub85c \ub17c\uc7c1\uc758 \uc5ec\uc9c0\uac00 \uc788\ub294 \uc8fc\uc81c\uc5d0 \ub300\ud574 \uc815\uce58\uc801 \ud3b8\ud5a5\uc774 \ub4dc\ub7ec\ub098\ub294 \uc751\ub2f5 \ube44\uc728\uc774 Grok\uacfc \uc720\uc0ac\ud55c \uc218\uc900\uc774\uba70, Llama 3.3\uc5d0 \ube44\ud574\uc11c\ub294 \uc808\ubc18 \uc774\ud558\ub85c \ub0ae\uc544\uc84c\uc2b5\ub2c8\ub2e4. \uc9c4\uc804\uc740 \ubd84\uba85\ud558\uc9c0\ub9cc, \uc5ec\uc804\ud788 \uac1c\uc120\uc758 \uc5ec\uc9c0\uac00 \uc788\uc73c\uba70 \uc774 \ube44\uc728\uc744 \ub354\uc6b1 \ub0ae\ucd94\uae30 \uc704\ud55c \ub178\ub825\uc744 \uc9c0\uc18d\ud560 \uacc4\ud68d\uc785\ub2c8\ub2e4. Meta\ub294 \uc9c0\uae08\uae4c\uc9c0 \uc774\ub904\ub0b8 \uc131\uacfc\uc5d0 \uc790\ubd80\uc2ec\uc744 \uac00\uc9c0\uba70, \ubaa8\ub378 \uc804\ubc18\uc758 \ud3b8\ud5a5\uc744 \uc81c\uac70\ud558\uae30 \uc704\ud55c \ubaa9\ud45c\uc5d0 \uc9c0\uc18d\uc801\uc73c\ub85c \uc804\ub150\ud560 \uac83\uc785\ub2c8\ub2e4. Llama \uc0dd\ud0dc\uacc4 \ubaa8\ub378\uc758 \uc9c0\ub2a5\ub3c4 \uc911\uc694\ud558\uc9c0\ub9cc, \uc0ac\ub78c\ub4e4\uc740 \ubaa8\ub378\uc774 \uc778\uac04\ucc98\ub7fc \ube60\ub974\uac8c \ubc18\uc751\ud558\uace0, \uac1c\uc778\ud654\ub41c \ubc29\uc2dd\uc73c\ub85c \uc751\ub2f5\ud574 \uc8fc\uae30\ub97c \uc6d0\ud569\ub2c8\ub2e4. \uac00\uc7a5 \uace0\ub3c4\ud654\ub41c \ubaa8\ub378\uc778 Llama 4\ub294 \uc774\ub7ec\ud55c \uc0ac\uc6a9\uc790 \uc694\uad6c\ub97c \ucda9\uc871\ud558\ub3c4\ub85d \ucd5c\uc801\ud654\ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4. \ubb3c\ub860, \ubaa8\ub378\uc740 \uc774\ub7ec\ud55c \uacbd\ud5d8\uc744 \uac00\ub2a5\ud558\uac8c \ud558\ub294 \ub354 \ud070 \uc0dd\ud0dc\uacc4\uc758 \ud55c \ubd80\ubd84\uc785\ub2c8\ub2e4. \uc774\ub97c \ub4b7\ubc1b\uce68\ud558\uae30 \uc704\ud574, \uc800\ud76c\ub294 \uc0c8\ub85c\uc6b4 \uc81c\ud488 \ud1b5\ud569\uc744 \ud3ec\ud568\ud55c \uc804\uccb4 \uae30\uc220 \uc2a4\ud0dd\uc5d0 \uc9d1\uc911\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. Meta\ub294 \ud30c\ud2b8\ub108\uc0ac \ubc0f \uc624\ud508\uc18c\uc2a4 \ucee4\ubba4\ub2c8\ud2f0\uc640\uc758 \ud611\uc5c5\uc744 \uc9c0\uc18d\uc801\uc73c\ub85c \uc774\uc5b4\uac00\uace0 \uc788\uc73c\uba70, \uc0c8\ub85c\uc6b4 Llama \uc0dd\ud0dc\uacc4\uc5d0\uc11c \uc0ac\uc6a9\uc790\ub4e4\uc774 \ub9cc\ub4e4\uc5b4\uac08 \ud48d\ubd80\ud55c \uacbd\ud5d8\uc744 \uae30\ub300\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. Llama 4 Scout\uc640 Llama 4 Maverick \ubaa8\ub378\uc740 \uc624\ub298 llama.com\uacfc Hugging Face\uc5d0\uc11c \ub2e4\uc6b4\ub85c\ub4dc\ud558\uc2e4 \uc218 \uc788\uc2b5\ub2c8\ub2e4. Llama 4 \uae30\ubc18 Meta AI\ub294 WhatsApp, Messenger, Instagram Direct, Meta.AI \uc6f9\uc0ac\uc774\ud2b8\uc5d0\uc11c \uc9c1\uc811 \uacbd\ud5d8\ud558\uc2e4 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ubc88 \ud504\ub85c\uc81d\ud2b8\ub294 AI \ucee4\ubba4\ub2c8\ud2f0 \uc804\ubc18\uc5d0 \uac78\uce5c \ud30c\ud2b8\ub108\uc0ac\ub4e4\uc758 \uc9c0\uc6d0 \ub355\ubd84\uc5d0 \uac00\ub2a5\ud588\uc2b5\ub2c8\ub2e4. \uc774 \uc790\ub9ac\ub97c \ube4c\ub824 \uae4a\uc740 \uac10\uc0ac\uc758 \ub9d0\uc500\uc744 \uc804\ud569\ub2c8\ub2e4. (\uc54c\ud30c\ubcb3 \uc21c\uc11c\ub85c \ub098\uc5f4): Accenture, Amazon Web Services, AMD, Arm, CentML, Cerebras, Cloudflare, Databricks, Deepinfra, DeepLearning.AI, Dell, Deloitte, Fireworks AI, Google Cloud, Groq, Hugging Face, IBM Watsonx, Infosys, Intel, Kaggle, Mediatek, Microsoft Azure, Nebius, NVIDIA, ollama, Oracle Cloud, PwC, Qualcomm, Red Hat, SambaNova, Sarvam AI, Scale AI, Scaleway, Snowflake, TensorWave, Together AI, vLLM, Wipro. *\uc601\uc5b4 \uc6d0\ubb38 \ubcf4\uae30 &nbsp;","protected":false},"author":164097085,"featured_media":23551,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[412089664],"tags":[],"class_list":["post-23550","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-technologies"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.2 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Llama 4 \uc2dc\ub9ac\uc988: \uba40\ud2f0\ubaa8\ub2ec AI \ud601\uc2e0\uc758 \uc0c8\ub85c\uc6b4 \uc2dc\ub300\ub97c \uc5f4\ub2e4 | Meta \uc18c\uac1c<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/about.fb.com\/ko\/news\/2025\/04\/the-llama-4-herd-the-beginning-of-a-new-era-of-natively-multimodal-ai-innovation\/\" \/>\n<meta property=\"og:locale\" content=\"ko_KR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Llama 4 \uc2dc\ub9ac\uc988: \uba40\ud2f0\ubaa8\ub2ec AI \ud601\uc2e0\uc758 \uc0c8\ub85c\uc6b4 \uc2dc\ub300\ub97c \uc5f4\ub2e4 | Meta \uc18c\uac1c\" \/>\n<meta property=\"og:description\" content=\"*\uc601\uc5b4 \uc6d0\ubb38 \ubcf4\uae30 \uc8fc\uc694 \ub0b4\uc6a9 Meta\ub294 \ub354\uc6b1 \uac1c\uc778\ud654\ub41c \uba40\ud2f0\ubaa8\ub2ec \uacbd\ud5d8\uc744 \uad6c\ucd95\ud560 \uc218 \uc788\ub294 Llama 4 \uc2dc\ub9ac\uc988\uc758 \uccab \ubc88\uc9f8 \ubaa8\ub378\ub4e4\uc744 \uacf5\uac1c\ud569\ub2c8\ub2e4.\u00a0 Llama 4 Scout\ub294 170\uc5b5 \uac1c\uc758 \ud65c\uc131 \ub9e4\uac1c\ubcc0\uc218(\ud30c\ub77c\ubbf8\ud130)\uc640 16\uac1c\uc758 \uc804\ubb38\uac00\ub85c \uad6c\uc131\ub41c \ubaa8\ub378\ub85c, \ub3d9\uae09 \ubaa8\ub378 \uc911 \ucd5c\uace0\uc758 \uba40\ud2f0\ubaa8\ub2ec \ubaa8\ub378\uc785\ub2c8\ub2e4. \uc774\uc804 \uc138\ub300\uc758 Llama \ubaa8\ub378\ubcf4\ub2e4 \ub354 \uac15\ub825\ud558\uba74\uc11c\ub3c4 \ub2e8\uc77c NVDIA H100 GPU\uc5d0\uc11c \uc2e4\ud589\uc774 \uac00\ub2a5\ud569\ub2c8\ub2e4. \ub610\ud55c, Llama 4 Scout\ub294 \uc5c5\uacc4 \ucd5c\uace0 \uc218\uc900\uc778 1,000\ub9cc \ud1a0\ud070 \uaddc\ubaa8\uc758 \ucee8\ud14d\uc2a4\ud2b8 \uc708\ub3c4\uc6b0(Context window)\ub97c \uc81c\uacf5\ud558\uba70, \ub2e4\uc591\ud55c \ubca4\uce58\ub9c8\ud06c\uc5d0\uc11c Gemma 3, Gemini 2.0 Flash-Lite, Mistral 3.1\ubcf4\ub2e4 \ub354 \ub6f0\uc5b4\ub09c \uc131\ub2a5\uc744 \ubcf4\uc5ec\uc90d\ub2c8\ub2e4. Llama 4 Maverick\uc740 170\uc5b5 \uac1c\uc758 \ud65c\uc131 \ub9e4\uac1c\ubcc0\uc218\uc640 128\uac1c\uc758 \uc804\ubb38\uac00\ub97c \uac16\ucd98 \ubaa8\ub378\ub85c, \ub2e4\uc591\ud55c \ubca4\uce58\ub9c8\ud06c\uc5d0\uc11c GPT-4o \ubc0f Gemini 2.0 Flash\ub97c \ub2a5\uac00\ud558\uace0, DeepSeek v3\uc640 \uc720\uc0ac\ud55c \uc218\uc900\uc758 \ucd94\ub860 \ubc0f \ucf54\ub529 \uc131\ub2a5\uc744 \uc808\ubc18 \uc774\ud558\uc758 \ud65c\uc131 \ub9e4\uac1c\ubcc0\uc218\ub85c \ub2ec\uc131\ud558\ub294 \ub3d9\uae09 \ucd5c\uace0\uc758 \uba40\ud2f0\ubaa8\ub2ec \ubaa8\ub378\uc785\ub2c8\ub2e4. \ub610\ud55c, \ube44\uc6a9 \ub300\ube44 \uc5c5\uacc4 \ucd5c\uace0 \uc218\uc900\uc758 \uc131\ub2a5\uc744 \uc81c\uacf5\ud558\uba70, \uc774 \ubaa8\ub378\uc758 \uc2e4\ud5d8\uc6a9 \ucc57 \ubc84\uc804\uc740 LMArena\uc5d0\uc11c ELO 1417\uc810\uc744 \uae30\ub85d\ud588\uc2b5\ub2c8\ub2e4. \uc774 \ubaa8\ub378\ub4e4\uc740 Llama 4 Behemoth\uc5d0\uc11c \uc99d\ub958(distillation)\ub97c \ud1b5\ud574 \ud0c4\uc0dd\ud588\uc2b5\ub2c8\ub2e4. Llama 4 Behemoth\ub294 2880\uc5b5 \uac1c\uc758 \ud65c\uc131 \ub9e4\uac1c\ubcc0\uc218\uc640 16\uac1c\uc758 \uc804\ubb38\uac00\ub85c \uad6c\uc131\ub41c, \ud604\uc874\ud558\ub294 Meta\uc758 \uac00\uc7a5 \uac15\ub825\ud55c, \uadf8\ub9ac\uace0 \uc138\uacc4\uc801\uc73c\ub85c\ub3c4 \uac00\uc7a5 \uc9c0\ub2a5\uc801\uc778 \ub300\uaddc\ubaa8 \uc5b8\uc5b4 \ubaa8\ub378(LLM) \uc911 \ud558\ub098\uc785\ub2c8\ub2e4. Llama 4 Behemoth\ub294 \uc5ec\ub7ec STEM(\uacfc\ud559, \uae30\uc220, \uacf5\ud559, \uc218\ud559) \ubca4\uce58\ub9c8\ud06c\uc5d0\uc11c GPT-4.5, Claude Sonnet 3.7, Gemini 2.0 Pro\ub97c \ub2a5\uac00\ud558\ub294 \uc131\ub2a5\uc744 \ubcf4\uc785\ub2c8\ub2e4. \ud604\uc7ac Llama 4 Behemoth\ub294 \ud6c8\ub828 \uc911\uc774\uba70, \uc774\uc5d0 \ub300\ud55c \ub354 \ub9ce\uc740 \uc815\ubcf4\ub97c \ucd94\ud6c4 \uacf5\uc720\ud560 \uc608\uc815\uc785\ub2c8\ub2e4. Llama 4 Scout\uc640 Llama 4 Maverick \ubaa8\ub378\uc740 \uc624\ub298\ubd80\ud130 llama.com\uacfc Hugging Face\uc5d0\uc11c \ub2e4\uc6b4\ub85c\ub4dc\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub610\ud55c, Llama 4\ub85c \uad6c\ucd95\ub41c Meta AI\ub97c WhatsApp, Messenger, Instagram DM, \uadf8\ub9ac\uace0 \uc6f9\uc5d0\uc11c \uc9c1\uc811 \uccb4\ud5d8\ud574 \ubcf4\uc138\uc694. \uc810\uc810 \ub354 \ub9ce\uc740 \uc0ac\ub78c\ub4e4\uc774 \uc77c\uc0c1 \uc18d\uc5d0\uc11c \uc778\uacf5\uc9c0\ub2a5\uc744 \ud65c\uc6a9\ud558\uac8c \ub418\uba74\uc11c, \ub204\uad6c\ub098 \uac1c\uc778\ud654\ub41c \uacbd\ud5d8\uc744 \uad6c\ucd95\ud560 \uc218 \uc788\ub3c4\ub85d \uc120\ub3c4\uc801\uc778 \ubaa8\ub378\uacfc \uc2dc\uc2a4\ud15c\uc744 \uac1c\ubc29\ud558\ub294 \uac83\uc774 \uc911\uc694\ud574\uc84c\uc2b5\ub2c8\ub2e4. \uc624\ub298, Meta\ub294 Llama \uc0dd\ud0dc\uacc4\ub97c \uc804\ubc18\uc801\uc73c\ub85c \uc9c0\uc6d0\ud558\ub294 \uac00\uc7a5 \uc9c4\ubcf4\ub41c \ubaa8\ub378 \uc81c\ud488\uad70\uc744 \ubc1c\ud45c\ud558\uac8c \ub418\uc5b4 \uae30\uc069\ub2c8\ub2e4. \uc800\ud76c\ub294 \uc804\ub840 \uc5c6\ub294 \ucee8\ud14d\uc2a4\ud2b8 \uae38\uc774\ub97c \uc9c0\uc6d0\ud558\ub294 \ucd5c\ucd08\uc758 \uc624\ud508 \uc6e8\uc774\ud2b8(open-weight) \uae30\ubc18 \uba40\ud2f0\ubaa8\ub2ec \ubaa8\ub378\uc774\uc790, \ucc98\uc74c\uc73c\ub85c \uc804\ubb38\uac00 \ud63c\ud569(Mixture-of-Experts, MoE) \uc544\ud0a4\ud14d\ucc98\ub85c \uad6c\ucd95\ub41c \ubaa8\ub378\uc778 Llama 4 Scout\uc640 Llama 4 Maverick\uc744 \uc18c\uac1c\ud569\ub2c8\ub2e4.\u00a0 \ub610\ud55c, \uc138\uacc4\uc5d0\uc11c \uac00\uc7a5 \ub611\ub611\ud55c \ub300\uaddc\ubaa8 \uc5b8\uc5b4 \ubaa8\ub378 \uc911 \ud558\ub098\uc774\uc790 \uc9c0\uae08\uae4c\uc9c0 Meta\uac00 \uac1c\ubc1c\ud55c \ubaa8\ub378 \uc911 \uac00\uc7a5 \uac15\ub825\ud55c Llama 4 Behemoth\uc758 \ud504\ub9ac\ubdf0\ub3c4 \ud568\uaed8 \uacf5\uac1c\ud569\ub2c8\ub2e4. \uc774 \ubaa8\ub378\uc740 \uc2e0\uaddc Llama 4 \ubaa8\ub378\ub4e4\uc758 \uad50\uc0ac \uc5ed\ud560\uc744 \uc218\ud589\ud569\ub2c8\ub2e4. \uc774 Llama 4 \ubaa8\ub378\ub4e4\uc740 Llama \uc0dd\ud0dc\uacc4\uc758 \uc0c8\ub85c\uc6b4 \uc2dc\ub300\ub97c \uc5ec\ub294 \uc2e0\ud638\ud0c4\uc785\ub2c8\ub2e4. Meta\ub294 Llama 4 \uc2dc\ub9ac\uc988\uc5d0\uc11c \ub450 \uac00\uc9c0 \uace0\ud6a8\uc728 \ubaa8\ub378, Llama 4 Scout\uc640 Llama 4 Maverick\uc744 \uc124\uacc4\ud588\uc2b5\ub2c8\ub2e4. Llama 4 Scout\ub294 170\uc5b5 \uac1c\uc758 \ud65c\uc131 \ub9e4\uac1c\ubcc0\uc218\uc640 16\uac1c\uc758 \uc804\ubb38\uac00\ub85c \uad6c\uc131\ub41c \ubaa8\ub378\uc774\uba70, Int4 \uc591\uc790\ud654\ub97c \ud1b5\ud574 \ub2e8\uc77c H100 GPU\uc5d0\uc11c\ub3c4 \uad6c\ub3d9 \uac00\ub2a5\ud569\ub2c8\ub2e4. Llama 4 Maverick\uc740 170\uc5b5 \uac1c\uc758 \ud65c\uc131 \ub9e4\uac1c\ubcc0\uc218\uc640 128\uac1c\uc758 \uc804\ubb38\uac00\ub97c \uac16\ucd98 \ubaa8\ub378\uc774\uba70, \ub2e8\uc77c H100 \ud638\uc2a4\ud2b8\uc5d0\uc11c \uc2e4\ud589\ub429\ub2c8\ub2e4. \ub610\ud55c, Meta\ub294 \uc774\ub4e4\uc758 \uad50\uc0ac \uc5ed\ud560\uc744 \ud558\ub294 Llama 4 Behemoth\ub77c\ub294 \ubaa8\ub378\ub3c4 \ud6c8\ub828\ud588\uc2b5\ub2c8\ub2e4. \uc774 \ubaa8\ub378\uc740 MATH-500, GPQA Diamond\uc640 \uac19\uc740 STEM \uc911\uc2ec \ubca4\uce58\ub9c8\ud06c\uc5d0\uc11c GPT-4.5, Claude Sonnet 3.7, Gemini 2.0 Pro\ub97c \ub2a5\uac00\ud558\ub294 \uc131\ub2a5\uc744 \ubcf4\uc785\ub2c8\ub2e4. Llama 4 Behemoth\ub294 \uc544\uc9c1 \ud6c8\ub828 \uc911\uc774\uae30 \ub54c\ubb38\uc5d0 \ucd9c\uc2dc\ud558\uc9c0 \uc54a\uc558\uc9c0\ub9cc, Meta\uc758 \uae30\uc220\uc801 \uc811\uadfc \ubc29\uc2dd\uc5d0 \ub300\ud55c \ub354 \ub9ce\uc740 \uc815\ubcf4\ub97c \uacf5\uc720\ud560 \uc218 \uc788\uac8c \ub418\uc5b4 \uae30\uc069\ub2c8\ub2e4. \uc800\ud76c\ub294 \uc5ec\uc804\ud788 \uac1c\ubc29\uc131\uc774 \ud601\uc2e0\uc744 \uc774\ub04c\uace0, \uc774\ub294 \uac1c\ubc1c\uc790, Meta, \uadf8\ub9ac\uace0 \uc138\uc0c1 \ubaa8\ub450\uc5d0\uac8c\ub3c4 \uc774\ub85c\uc6b4 \ubc29\ud5a5\uc774\ub77c\uace0 \ubbff\uc2b5\ub2c8\ub2e4. \ub204\uad6c\ub098 \ucd5c\uc2e0 \uae30\uc220\uc744 \ud65c\uc6a9\ud574 \uc0c8\ub85c\uc6b4 \uacbd\ud5d8\uc744 \uacc4\uc18d \uad6c\ucd95\ud574\ub098\uac08 \uc218 \uc788\ub3c4\ub85d \ub3d5\uae30 \uc704\ud574 \uc624\ub298\ubd80\ud130 llama.com\uacfc Hugging Face\uc5d0\uc11c Llama 4 Scout\uc640 Llama 4 Maverick\uc744 \ub2e4\uc6b4\ub85c\ub4dc\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc55e\uc73c\ub85c \uba70\uce60 \ub0b4\uc5d0 Meta\uc758 \uc8fc\uc694 \ud30c\ud2b8\ub108\ub4e4\uc744 \ud1b5\ud574\uc11c\ub3c4 \uc774 \ub450 \uac00\uc9c0 \ubaa8\ub378\ub4e4\uc744 \uc81c\uacf5\ud560 \uc608\uc815\uc785\ub2c8\ub2e4. \ub610\ud55c, \uc624\ub298\ubd80\ud130 WhatsApp, Messenger, Instagram DM, Meta.AI \uc6f9\uc0ac\uc774\ud2b8\uc5d0\uc11c Llama 4 \uae30\ubc18\uc758 Meta AI\ub97c \uc9c1\uc811 \uccb4\ud5d8\ud574 \ubcfc \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub294 Llama 4 \uceec\ub809\uc158\uc758 \uc2dc\uc791\uc5d0 \ubd88\uacfc\ud569\ub2c8\ub2e4. Meta\ub294 \uac00\uc7a5 \uc9c0\ub2a5\uc801\uc778 \uc2dc\uc2a4\ud15c\uc740 \uc77c\ubc18\ud654\ub41c \ud589\ub3d9\uc744 \uc218\ud589\ud558\uace0, \uc0ac\ub78c\ub4e4\uacfc \uc790\uc5f0\uc2a4\ub7fd\uac8c \ub300\ud654\ud558\uba70, \uc774\uc804\uc5d0 \ubcf8 \uc801 \uc5c6\ub294 \uc5b4\ub824\uc6b4 \ubb38\uc81c\ub3c4 \ud574\uacb0\ud560 \uc218 \uc788\uc5b4\uc57c \ud55c\ub2e4\uace0 \ubbff\uc2b5\ub2c8\ub2e4. Llama \ubaa8\ub378\uc5d0 \uc774\ub7ec\ud55c \ub2a5\ub825\uc744 \ubd80\uc5ec\ud558\uba74 Meta\uc758 \ud50c\ub7ab\ud3fc\uc744 \uc0ac\uc6a9\ud558\ub294 \uc0ac\ub78c\ub4e4\uc5d0\uac8c \ub354 \ub098\uc740 \uc81c\ud488\uc744 \uc81c\uacf5\ud558\uace0, \uac1c\ubc1c\uc790\ub4e4\uc5d0\uac8c\ub294 \ucc28\uc138\ub300 \uc18c\ube44\uc790 \ubc0f \ube44\uc988\ub2c8\uc2a4 \ud65c\uc6a9 \uc0ac\ub840\ub97c \ud601\uc2e0\ud560 \uc218 \uc788\ub294 \ub354 \ub9ce\uc740 \uae30\ud68c\ub97c \uc5f4\uc5b4\uc904 \uac83\uc785\ub2c8\ub2e4. \uc800\ud76c\ub294 \uacc4\uc18d\ud574\uc11c \ub450 \ubaa8\ub378\uacfc \uc81c\ud488\uc5d0 \ub300\ud55c \uc5f0\uad6c \ubc0f \ud504\ub85c\ud1a0\ud0c0\uc774\ud551\uc744 \uc9c4\ud589\ud558\uace0 \uc788\uc73c\uba70, \uc800\ud76c\uc758 \ube44\uc804\uc744 \uc624\ub294 4\uc6d4 29\uc77c\uc5d0 \uc5f4\ub9ac\ub294 \ub77c\ub9c8\ucf58(LlamaCon)\uc5d0\uc11c \ub354 \uc790\uc138\ud788 \uacf5\uc720\ud560 \uc608\uc815\uc785\ub2c8\ub2e4. \uc9c0\uae08 \ub77c\ub9c8\ucf58 \uc54c\ub9bc \uc124\uc815\uc744 \uc2e0\uccad\ud558\uace0 \ub354 \ub9ce\uc740 \uc815\ubcf4\ub97c \ud655\uc778\ud558\uc138\uc694. \uc5ec\ub7ec\ubd84\uc774 \uc800\ud76c \ubaa8\ub378\uc744 \uae30\ubc18\uc73c\ub85c \uac1c\ubc1c\ud558\ub294 \uac1c\ubc1c\uc790\uc774\ub4e0, \uc5c5\ubb34 \ud504\ub85c\uc138\uc2a4\uc5d0 Meta\uc758 \ubaa8\ub378\uc744 \ud1b5\ud569\ud558\ub824\ub294 \uae30\uc5c5\uc774\ub4e0, \ud639\uc740 \ub2e8\uc21c\ud788 AI\uc758 \uc7a0\uc7ac\uc801\uc778 \ud65c\uc6a9\uacfc \uc774\uc810\uc5d0 \ub300\ud574 \uad81\uae08\ud55c \uc0ac\ub78c\uc774\ub4e0, Llama 4 Scout\uc640 Llama 4 Maverick\uc740 \uc81c\ud488\uc5d0 \ucc28\uc138\ub300 \uc9c0\ub2a5\uc744 \ub354 \ud560 \uc218 \uc788\ub294 \uac00\uc7a5 \ucd5c\uace0\uc758 \uc120\ud0dd\uc785\ub2c8\ub2e4. \uc624\ub298, \uc800\ud76c\ub294 \uc774 \ubaa8\ub378\ub4e4\uc758 \uac1c\ubc1c \uacfc\uc815\uc5d0\uc11c \ud575\uc2ec\uc774 \ub418\ub294 4\uac00\uc9c0 \uc8fc\uc694 \uc694\uc18c\uc640 \uc5f0\uad6c \ubc0f \uc124\uacc4 \uacfc\uc815\uc5d0 \ub300\ud55c \uc778\uc0ac\uc774\ud2b8\ub97c \uacf5\uc720\ud558\uac8c \ub418\uc5b4 \uae30\uc069\ub2c8\ub2e4. \ub610\ud55c, \ucee4\ubba4\ub2c8\ud2f0\uac00 \uc0c8\ub85c\uc6b4 Llama 4 \ubaa8\ub378\uc744 \ud65c\uc6a9\ud574 \uc5b4\ub5a4 \ub180\ub77c\uc6b4 \uacbd\ud5d8\uc744 \ub9cc\ub4e4\uc5b4\ub0bc\uc9c0 \ubc8c\uc368\ubd80\ud130 \uae30\ub300\uac00 \ub429\ub2c8\ub2e4. \uc0ac\uc804 \ud559\uc2b5 \uc774\ubc88 Llama 4 \ubaa8\ub378\ub4e4\uc740 Llama \uc2dc\ub9ac\uc988\uc758 \uc815\uc218\ub97c \ubcf4\uc5ec\uc8fc\uba70, \ud06c\uae30\uac00 \ud6e8\uc52c \ud070 \ubaa8\ub378\ub4e4\uc744 \ub2a5\uac00\ud558\ub294 \ub6f0\uc5b4\ub09c \uba40\ud2f0\ubaa8\ub2ec \uc131\ub2a5\uc744 \uacbd\uc7c1\ub825 \uc788\ub294 \ube44\uc6a9\uc5d0 \uc81c\uacf5\ud569\ub2c8\ub2e4. \ucc28\uc138\ub300 Llama \ubaa8\ub378\uc744 \uad6c\ucd95\ud558\uae30 \uc704\ud574 Meta\ub294 \uc0ac\uc804 \ud559\uc2b5(pre-training) \uacfc\uc815\uc5d0\uc11c \uc5ec\ub7ec \uac00\uc9c0 \uc0c8\ub85c\uc6b4 \uc811\uadfc \ubc29\uc2dd\uc744 \ub3c4\uc785\ud574\uc57c \ud588\uc2b5\ub2c8\ub2e4. \uc0c8\ub86d\uac8c \uc120\ubcf4\uc774\ub294 Llama 4 \ubaa8\ub378\uc740 Meta\uac00 \ucc98\uc74c\uc73c\ub85c \uc804\ubb38\uac00 \ud63c\ud569(MoE) \uc544\ud0a4\ud14d\ucc98\ub97c \uc801\uc6a9\ud55c \ubaa8\ub378\uc785\ub2c8\ub2e4. MoE \uad6c\uc870\uc5d0\uc11c\ub294 \ud558\ub098\uc758 \ud1a0\ud070\uc774 \uc804\uccb4 \ub9e4\uac1c\ubcc0\uc218 \uc911 \uc77c\ubd80\ub9cc\uc744 \ud65c\uc131\ud654\ud569\ub2c8\ub2e4. \ub355\ubd84\uc5d0 MoE \uc544\ud0a4\ud14d\ucc98\ub294 \ud559\uc2b5\uacfc \ucd94\ub860 \uce21\uba74\uc5d0\uc11c \ubcf4\ub2e4 \ud6a8\uc728\uc801\uc778 \uc5f0\uc0b0\uc774 \uac00\ub2a5\ud558\uba70, \ub3d9\uc77c\ud55c \ud559\uc2b5 \ud50c\ub86d\uc2a4(FLoating point OPerations, FLOPs) \uc608\uc0b0 \ub0b4\uc5d0\uc11c \ubc00\uc9d1\ud615(dense) \ubaa8\ub378\uc5d0 \ube44\ud574 \ub354 \ub192\uc740 \ud488\uc9c8\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, Llama 4 Maverick \ubaa8\ub378\uc740 170\uc5b5 \uac1c\uc758 \ud65c\uc131 \ub9e4\uac1c\ubcc0\uc218\uc640 \ucd1d 4,000\uc5b5 \uac1c\uc758 \ub9e4\uac1c\ubcc0\uc218\ub97c \uac00\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \ubaa8\ub378\uc740 \ucd94\ub860 \ud6a8\uc728\uc131\uc744 \ub192\uc774\uae30 \uc704\ud574 \ubc00\uc9d1\ud615(dense) \uacc4\uce35\uacfc \uc804\ubb38\uac00 \ud63c\ud569\ud615(MoE) \uacc4\uce35\uc744 \ubc88\uac08\uc544 \uc0ac\uc6a9\ud569\ub2c8\ub2e4. MoE \uacc4\uce35\uc740 128\uac1c\uc758 \ub77c\uc6b0\ud305 \uc804\ubb38\uac00\uc640 \ud558\ub098\uc758 \uacf5\uc720 \uc804\ubb38\uac00\ub97c \uc0ac\uc6a9\ud558\uba70, \uac01 \ud1a0\ud070\uc740 \uacf5\uc720 \uc804\ubb38\uac00\uc640 128\uac1c\uc758 \ub77c\uc6b0\ud305 \uc804\ubb38\uac00 \uc911 \ud558\ub098\uc5d0 \uc804\ub2ec\ub429\ub2c8\ub2e4. \uacb0\uacfc\uc801\uc73c\ub85c \ubaa8\ub4e0 \ub9e4\uac1c\ubcc0\uc218\uac00 \uba54\ubaa8\ub9ac\uc5d0 \uc800\uc7a5\ub418\uc9c0\ub9cc, \uc2e4\uc81c \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud558\ub294 \ub3d9\uc548\uc5d0\ub294 \uc804\uccb4 \ub9e4\uac1c\ubcc0\uc218 \uc911 \uc77c\ubd80\ub9cc\uc774 \ud65c\uc131\ud654\ub429\ub2c8\ub2e4. \uc774\ub85c \uc778\ud574 \ubaa8\ub378 \uc11c\ube44\uc2a4 \ube44\uc6a9\uacfc \uc9c0\uc5f0 \uc2dc\uac04\uc774 \uc904\uc5b4\ub4e4\uc5b4, \ucd94\ub860 \ud6a8\uc728\uc131\uc774 \ud5a5\uc0c1\ub429\ub2c8\ub2e4. Llama 4 Maverick\uc740 \ub2e8\uc77c NVIDIA H100 DGX \ud638\uc2a4\ud2b8\uc5d0\uc11c \uc27d\uac8c \ubc30\ud3ec\ud560 \uc218 \uc788\uc73c\uba70, \ubd84\uc0b0 \ucd94\ub860\uc744 \ud1b5\ud574 \ucd5c\ub300\uc758 \ud6a8\uc728\uc131\uc744 \ub2ec\uc131\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. Llama 4 \ubaa8\ub378\uc740 \uae30\ubcf8\uc801\uc73c\ub85c \uba40\ud2f0\ubaa8\ub2ec \uae30\ub2a5\uc744 \uace0\ub824\ud574 \uc124\uacc4\ub418\uc5c8\uc73c\uba70, \ucd08\uae30 \uc735\ud569(early fusion) \ubc29\uc2dd\uc744 \ud1b5\ud574 \ud14d\uc2a4\ud2b8\uc640 \ube44\uc804 \ud1a0\ud070\uc744 \ud558\ub098\uc758 \ud1b5\ud569\ub41c \ubaa8\ub378 \ubc31\ubcf8\uc5d0 \uc790\uc5f0\uc2a4\ub7fd\uac8c \ud1b5\ud569\ud569\ub2c8\ub2e4. \ucd08\uae30 \uc735\ud569\uc740 \uc911\uc694\ud55c \uc9c4\uc804\uc73c\ub85c, \uc774\ub97c \ud1b5\ud574 \ub77c\ubca8\uc774 \uc5c6\ub294 \ub300\ub7c9\uc758 \ud14d\uc2a4\ud2b8, \uc774\ubbf8\uc9c0, \uc601\uc0c1 \ub370\uc774\ud130\ub97c \ud568\uaed8 \uc0ac\uc804 \ud559\uc2b5\ud560 \uc218 \uc788\uac8c \ud574\uc90d\ub2c8\ub2e4. \ub610\ud55c Meta\ub294 Llama 4\uc758 \ube44\uc804 \uc778\ucf54\ub354\ub3c4 \uac1c\uc120\ud588\uc2b5\ub2c8\ub2e4. \uc774 \uc778\ucf54\ub354\ub294 MetaCLIP\uc744 \uae30\ubc18\uc73c\ub85c \ud558\uc9c0\ub9cc, LLM\uc5d0 \ub354 \uc798 \uc801\uc751\ud560 \uc218 \uc788\ub3c4\ub85d \uace0\uc815\ub41c(frozen) Llama \ubaa8\ub378\uacfc \ud568\uaed8 \ubcc4\ub3c4\ub85c \ud559\uc2b5\ub418\uc5c8\uc2b5\ub2c8\ub2e4. Meta\ub294 MetaP\ub77c\ub294 \uc0c8\ub85c\uc6b4 \ud559\uc2b5 \uae30\ubc95\uc744 \uac1c\ubc1c\ud588\uc2b5\ub2c8\ub2e4. \uc774 \uae30\ubc95\uc740 \uacc4\uce35\ubcc4 \ud559\uc2b5\ub960\uc774\ub098 \ucd08\uae30\ud654 \ucc99\ub3c4 \ub4f1 \uc8fc\uc694 \ubaa8\ub378 \ud558\uc774\ud37c \ud30c\ub77c\ubbf8\ud130(hyper-parameter)\ub97c \uc548\uc815\uc801\uc73c\ub85c \uc124\uc815\ud560 \uc218 \uc788\ub3c4\ub85d \ud574\uc90d\ub2c8\ub2e4.\u00a0 \ub610\ud55c, \uc774\ub807\uac8c \uc124\uc815\ud55c \ud558\uc774\ud37c \ud30c\ub77c\ubbf8\ud130\ub4e4\uc740 \ubc30\uce58 \ud06c\uae30(batch size), \ubaa8\ub378\uc758 \ud3ed\uacfc \uae4a\uc774, \ud559\uc2b5 \ud1a0\ud070 \uc218\uac00 \ub2ec\ub77c\uc838\ub3c4 \uc798 \uc791\ub3d9\ud55c\ub2e4\ub294 \uac83\uc744 \ud655\uc778\ud588\uc2b5\ub2c8\ub2e4. Llama 4\ub294 200\uac1c \uc5b8\uc5b4\ub85c \uc0ac\uc804 \ud559\uc2b5\ub418\uc5c8\uc73c\uba70, \uc774 \uc911 100\uac1c \uc774\uc0c1\uc758 \uc5b8\uc5b4\ub294 \uac01\uac01 10\uc5b5 \uac1c \uc774\uc0c1\uc758 \ud1a0\ud070\uc744 \ud3ec\ud568\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc804\uccb4\uc801\uc73c\ub85c Llama 3\ubcf4\ub2e4 10\ubc30 \uc774\uc0c1 \ub9ce\uc740 \ub2e4\uad6d\uc5b4 \ud1a0\ud070\uc744 \uae30\ubc18\uc73c\ub85c \ud574, \ub354 \ud6a8\uacfc\uc801\uc778 \uc624\ud508\uc18c\uc2a4 \ud30c\uc778\ud29c\ub2dd\uc744 \uac00\ub2a5\ud558\uac8c \ud569\ub2c8\ub2e4. \ucd94\uac00\ub85c, Meta\ub294 FP8 \uc815\ubc00\ub3c4(FP8 precision)\ub97c \uc0ac\uc6a9\ud574 \ud488\uc9c8 \uc800\ud558 \uc5c6\uc774 \ub192\uc740 FLOPs \ud65c\uc6a9\ub960\uc744 \ub2ec\uc131\ud558\uba70 \ubaa8\ub378 \ud559\uc2b5\uc758 \ud6a8\uc728\uc744 \ub192\uc600\uc2b5\ub2c8\ub2e4. FP8\uacfc 32K GPU\ub97c \ud65c\uc6a9\ud574 Llama 4 Behemoth \ubaa8\ub378\uc744 \uc0ac\uc804 \ud559\uc2b5\ud560 \ub54c, \uc800\ud76c\ub294 GPU\ub2f9 390 TFLOPs\uc758 \uc131\ub2a5\uc744 \ub2ec\uc131\ud588\uc2b5\ub2c8\ub2e4. \ud559\uc2b5\uc5d0 \uc0ac\uc6a9\ub41c \uc804\uccb4 \ub370\uc774\ud130 \ubbf9\uc2a4\ub294 30\uc870 \uac1c \uc774\uc0c1\uc758 \ud1a0\ud070\uc73c\ub85c \uad6c\uc131\ub418\uc5b4 \uc788\uc73c\uba70, \uc774\ub294 Llama 3\uc758 \uc0ac\uc804 \ud559\uc2b5 \ub370\uc774\ud130 \uad6c\uc131\ubcf4\ub2e4 \ub450 \ubc30 \uc774\uc0c1 \ub9ce\uc740 \uc591\uc785\ub2c8\ub2e4. \uc774 \ub370\uc774\ud130\uc5d0\ub294 \ub2e4\uc591\ud55c \ud14d\uc2a4\ud2b8, \uc774\ubbf8\uc9c0, \uc601\uc0c1 \ub370\uc774\ud130\uc14b\uc774 \ud3ec\ud568\ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4. Meta\ub294 \ubaa8\ub378\uc758 \ud575\uc2ec \uc5ed\ub7c9\uc744 \ub354\uc6b1 \uac15\ud654\ud558\uae30 \uc704\ud574 \u201c\uc911\uac04 \ud559\uc2b5(mid-training)\u201d\uc774\ub77c \ubd80\ub974\ub294 \ub2e8\uacc4\ub97c \ub3c4\uc785\ud588\uc2b5\ub2c8\ub2e4. \uc774 \ub2e8\uacc4\uc5d0\uc11c\ub294 \uae34 \ubb38\ub9e5 \ucc98\ub9ac\ub97c \uc704\ud55c \ud2b9\uc218 \ub370\uc774\ud130\uc14b\uc744 \ud65c\uc6a9\ud55c \uc0c8\ub85c\uc6b4 \ud559\uc2b5 \ub808\uc2dc\ud53c\ub97c \uc801\uc6a9\ud588\uc2b5\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \ubaa8\ub378\uc758 \uc804\ubc18\uc801\uc778 \ud488\uc9c8\uc744 \ub192\uc774\ub294 \ub3d9\uc2dc\uc5d0, Llama 4 Scout\uac00 \uc5c5\uacc4 \ucd5c\uace0 \uc218\uc900\uc778 1,000\ub9cc \ud1a0\ud070\uc758 \uc785\ub825 \ucee8\ud14d\uc2a4\ud2b8 \uae38\uc774\ub97c \uc9c0\uc6d0\ud560 \uc218 \uc788\ub3c4\ub85d \ub9cc\ub4e4 \uc218 \uc788\uc5c8\uc2b5\ub2c8\ub2e4. \uc2e0\uaddc \ubaa8\ub378\uc5d0 \ub300\ud55c \uc0ac\ud6c4 \ud559\uc2b5 \uc774\ubc88\uc5d0 \uacf5\uac1c\ub41c \ucd5c\uc2e0 \ubaa8\ub378\ub4e4\uc740 \ub2e4\uc591\ud55c \ud65c\uc6a9 \uc0ac\ub840\uc640 \uac1c\ubc1c\uc790\uc758 \uc694\uad6c\ub97c \ucda9\uc871\ud560 \uc218 \uc788\ub3c4\ub85d, \uc791\uc740 \ubaa8\ub378\ubd80\ud130 \ub300\ud615 \ubaa8\ub378\uae4c\uc9c0 \ud3ed\ub113\uc740 \uc635\uc158\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. Llama 4 Maverick\uc740 \uc774\ubbf8\uc9c0\uc640 \ud14d\uc2a4\ud2b8 \uc774\ud574\uc5d0\uc11c \uc5c5\uacc4 \ucd5c\uace0 \uc218\uc900\uc758 \uc131\ub2a5\uc744 \uc81c\uacf5\ud558\uba70, \uc5b8\uc5b4 \uc7a5\ubcbd\uc744 \ub118\uc5b4\uc11c\ub294 \uc815\uad50\ud55c AI \uc560\ud50c\ub9ac\ucf00\uc774\uc158 \uac1c\ubc1c\uc744 \uac00\ub2a5\ud558\uac8c \ud569\ub2c8\ub2e4. \uc774 \ubaa8\ub378\uc740 \ubc94\uc6a9 \uc5b4\uc2dc\uc2a4\ud134\ud2b8\uc640 \ucc57\ubd07 \ud65c\uc6a9 \uc0ac\ub840\uc5d0\uc11c \ud575\uc2ec \uc5ed\ud560\uc744 \uc218\ud589\ud560 \uc218 \uc788\ub294 \uc8fc\ub825 \ubaa8\ub378\ub85c, \uc815\ubc00\ud55c \uc774\ubbf8\uc9c0 \uc774\ud574\uc640 \ucc3d\uc758\uc801\uc778 \uae00\uc4f0\uae30 \uc791\uc5c5\uc5d0\ub3c4 \ud0c1\uc6d4\ud55c \uc131\ub2a5\uc744 \ubc1c\ud718\ud569\ub2c8\ub2e4. Llama 4 Maverick \ubaa8\ub378\uc758 \uc0ac\ud6c4 \ud559\uc2b5 \ub2e8\uacc4\uc5d0\uc11c \uac00\uc7a5 \uc5b4\ub824\uc6e0\ub358 \uc810\uc740 \ub2e4\uc591\ud55c \uc785\ub825 \ubaa8\ub2ec\ub9ac\ud2f0(input modalities)\uc640 \ucd94\ub860 \ub2a5\ub825 \ubc0f \ub300\ud654 \ub2a5\ub825\uc758 \uade0\ud615\uc744 \ub9de\ucd94\ub294 \uac83\uc774\uc5c8\uc2b5\ub2c8\ub2e4. \uc774\ub97c \uc704\ud574 \uc800\ud76c\ub294 \uac1c\ubcc4 \ubaa8\ub2ec\ub9ac\ud2f0 \uc804\ubb38\uac00 \ubaa8\ub378\uc5d0 \ube44\ud574 \uc131\ub2a5\uc744 \uc190\ud574 \ubcf4\uc9c0 \uc54a\uc73c\uba74\uc11c \uc774\ub4e4\uc744 \ud1b5\ud569\ud558\uae30 \uc704\ud574 \uc815\uad50\ud558\uac8c \uad6c\uc131\ub41c \uad50\uc721 \ucee4\ub9ac\ud058\ub7fc \uc804\ub7b5\uc744 \uac1c\ubc1c\ud588\uc2b5\ub2c8\ub2e4. Llama 4\uc758 \uc0ac\ud6c4 \ud559\uc2b5 \ud30c\uc774\ud504\ub77c\uc778\uc740 \uae30\uc874\uacfc \ub2e4\ub978 \ubc29\uc2dd\uc73c\ub85c \uad6c\uc131\ub418\uc5b4 \uc788\uc73c\uba70, \uacbd\ub7c9\ud654\ub41c \uac10\ub3c5 \ubbf8\uc138\uc870\uc815(supervised fine-tuning, SFT) \u2192 \uc628\ub77c\uc778 \uac15\ud654 \ud559\uc2b5(reinforcement learning, RL) \u2192 \uacbd\ub7c9\ud654\ub41c \uc9c1\uc811 \uc120\ud638 \ucd5c\uc801\ud654(direct preference optimization, DPO)\uc758 \ub2e8\uacc4\ub85c \uc774\ub8e8\uc5b4\uc9d1\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc5d0\uc11c \uc5bb\uc740 \uc911\uc694\ud55c \uc778\uc0ac\uc774\ud2b8 \uc911 \ud558\ub098\ub294, SFT\uc640 DPO\uac00 \ubaa8\ub378\uc758 \ud0d0\uc0c9 \ub2a5\ub825\uc744 \uacfc\ub3c4\ud558\uac8c \uc81c\uc57d\ud574, \ud2b9\ud788 \ucd94\ub860, \ucf54\ub529, \uc218\ud559 \uc601\uc5ed\uc5d0\uc11c \uc815\ud655\ub3c4\uac00 \ub5a8\uc5b4\uc9c8 \uc218 \uc788\ub2e4\ub294 \uc810\uc774\uc5c8\uc2b5\ub2c8\ub2e4. \uc774\ub97c \ud574\uacb0\ud558\uae30 \uc704\ud574, \uc800\ud76c\ub294 Llama \ubaa8\ub378\uc744 \ud3c9\uac00\uc790\ub85c \ud65c\uc6a9\ud574, \uc26c\uc6b4 \ub370\uc774\ud130\ub85c \ubd84\ub958\ub41c \ub370\uc774\ud130\uc758 50% \uc774\uc0c1\uc744 \uc81c\uac70\ud558\uace0, \ub098\uba38\uc9c0 \ub354 \uc5b4\ub824\uc6b4 \ub370\uc774\ud130\ub9cc\uc744 \ub300\uc0c1\uc73c\ub85c SFT\ub97c \uc218\ud589\ud588\uc2b5\ub2c8\ub2e4. \uc774\ud6c4 \uba40\ud2f0\ubaa8\ub2ec \uc628\ub77c\uc778 \uac15\ud654 \ud559\uc2b5(RL) \ub2e8\uacc4\uc5d0\uc11c\ub294 \uc5b4\ub824\uc6b4 \ud504\ub86c\ud504\ud2b8\ub97c \uc120\ubcc4\ud568\uc73c\ub85c\uc368 \uc131\ub2a5\uc744 \ube44\uc57d\uc801\uc73c\ub85c \ud5a5\uc0c1\uc2dc\ud0ac \uc218 \uc788\uc5c8\uc2b5\ub2c8\ub2e4. \ub610\ud55c, \uc9c0\uc18d\uc801\uc778 \uc628\ub77c\uc778 \uac15\ud654 \ud559\uc2b5 \uc804\ub7b5\uc744 \ub3c4\uc785\ud588\uc2b5\ub2c8\ub2e4. \uc774 \uc804\ub7b5\uc740 \ubaa8\ub378\uc744 \ud559\uc2b5\uc2dc\ud0a4\ub294 \ub2e8\uacc4\uc640, \ud559\uc2b5\ub41c \ubaa8\ub378\uc744 \ud65c\uc6a9\ud574 \uc911\uac04\uc5d0\uc11c \uace0\ub09c\ub3c4 \uc218\uc900\uc758 \ud504\ub86c\ud504\ud2b8\ub9cc\uc744 \uc9c0\uc18d\uc801\uc73c\ub85c \ud544\ud130\ub9c1 \ubc0f \uc720\uc9c0\ud558\ub294 \ub2e8\uacc4\ub97c \ubc88\uac08\uc544 \uc218\ud589\ud558\ub294 \ubc29\uc2dd\uc785\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc811\uadfc\uc740 \ucef4\ud4e8\ud305 \uc790\uc6d0\uacfc \uc815\ud655\ub3c4 \uac04\uc758 \uade0\ud615 \uce21\uba74\uc5d0\uc11c \ub9e4\uc6b0 \ud6a8\uacfc\uc801\uc784\uc744 \uc785\uc99d\ud558\uc600\uc2b5\ub2c8\ub2e4. \uc774\ud6c4\uc5d0\ub294 \ubaa8\ub378 \uc751\ub2f5 \ud488\uc9c8\uacfc \uad00\ub828\ub41c \uadf9\ub2e8\uc801\uc778 \uc0ac\ub840\ub4e4(corner cases)\uc744 \ub2e4\ub8e8\uae30 \uc704\ud574 \uacbd\ub7c9\ud654\ub41c DPO \uc808\ucc28\ub97c \uc801\uc6a9\ud588\uc2b5\ub2c8\ub2e4. \uadf8 \uacb0\uacfc, \ubaa8\ub378\uc758 \uc9c0\ub2a5\uacfc \ub300\ud654 \ub2a5\ub825 \uc0ac\uc774\uc5d0\uc11c \uade0\ud615 \uc7a1\ud78c \uc131\ub2a5\uc744 \uc774\ub04c\uc5b4\ub0bc \uc218 \uc788\uc5c8\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ud30c\uc774\ud504\ub77c\uc778 \uad6c\uc870\uc640 \uc801\uc751\ud615 \ub370\uc774\ud130 \ud544\ud130\ub9c1\uc744 \uc801\uc6a9\ud55c \uc9c0\uc18d\uc801\uc778 \uc628\ub77c\uc778 \uac15\ud654 \ud559\uc2b5 \uc804\ub7b5\uc740 \ucd5c\uc885\uc801\uc73c\ub85c \uc5c5\uacc4 \ucd5c\uace0 \uc218\uc900\uc758 \uc9c0\ub2a5\uacfc \uc774\ubbf8\uc9c0 \uc774\ud574 \ub2a5\ub825\uc744 \uac16\ucd98 \ubc94\uc6a9 \ucc57 \ubaa8\ub378\uc744 \uc644\uc131\ud558\ub294\ub370 \uae30\uc5ec\ud588\uc2b5\ub2c8\ub2e4. \ubc94\uc6a9 LLM\uc778 Llama 4 Maverick\uc740 170\uc5b5 \uac1c\uc758 \ud65c\uc131 \ub9e4\uac1c\ubcc0\uc218, 128\uac1c\uc758 \uc804\ubb38\uac00, \ucd1d\u00a0 4,000\uc5b5 \uac1c\uc758 \ub9e4\uac1c\ubcc0\uc218\ub85c \uad6c\uc131\ub418\uba70, Llama 3.3 70B \ubaa8\ub378 \ub300\ube44 \ub354 \ub0ae\uc740 \ube44\uc6a9\uc73c\ub85c \ub354 \ub192\uc740 \ud488\uc9c8\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \ub610\ud55c, \ucf54\ub529, \ucd94\ub860, \ub2e4\uad6d\uc5b4, \uc7a5\ubb38 \ucee8\ud14d\uc2a4\ud2b8, \uc774\ubbf8\uc9c0 \ubca4\uce58\ub9c8\ud06c\uc5d0\uc11c GPT-4o, Gemini 2.0 \ub4f1 \ube44\uad50\ud560 \ub9cc\ud55c \uc8fc\uc694 \ubaa8\ub378\ub4e4\uc744 \ub6f0\uc5b4\ub118\ub294 \uc131\ub2a5\uc744 \ubcf4\uc5ec\uc8fc\ub294 \ub3d9\uae09 \ucd5c\uace0 \uc218\uc900\uc758 \uba40\ud2f0\ubaa8\ub2ec \ubaa8\ub378\uc774\uba70, \ucf54\ub529\uacfc \ucd94\ub860 \uc601\uc5ed\uc5d0\uc11c\ub294 \ud6e8\uc52c \ud070 \uaddc\ubaa8\uc758 DeepSeek v3.1\uacfc \ube44\uad50\ud574\ub3c4 \uacbd\uc7c1\ub825 \uc788\ub294 \uc131\ub2a5\uc744 \uc790\ub791\ud569\ub2c8\ub2e4. \ud55c\ud3b8, \ube44\uad50\uc801 \uc791\uace0 \uac00\ubcbc\uc6b4 \ubc94\uc6a9 \ubaa8\ub378\uc778 Llama 4 Scout\ub294 170\uc5b5 \uac1c\uc758 \ud65c\uc131 \ub9e4\uac1c\ubcc0\uc218, 16\uac1c\uc758 \uc804\ubb38\uac00, \ucd1d 1\uc5b5 900\ub9cc \uac1c\uc758 \ub9e4\uac1c\ubcc0\uc218\ub85c \uad6c\uc131\ub410\uc73c\uba70 \ub3d9\uae09 \ucd5c\uace0 \uc218\uc900\uc758 \uc131\ub2a5\uc744 \uc790\ub791\ud569\ub2c8\ub2e4. Llama 3\uac00 128K \ud1a0\ud070\uc744 \uc9c0\uc6d0\ud588\ub358 \uac83\uc5d0 \ube44\ud574, Llama 4 Scout\ub294 \ucee8\ud14d\uc2a4\ud2b8 \uae38\uc774\ub97c \ub300\ud3ed \ud655\ub300\ud574, \uc5c5\uacc4 \ucd5c\uace0 \uc218\uc900\uc778 1,000\ub9cc \ud1a0\ud070\uc758 \ucee8\ud14d\uc2a4\ud2b8 \uae38\uc774\ub97c \ucc98\ub9ac\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub355\ubd84\uc5d0 \ub2e4\uc911 \ubb38\uc11c \uc694\uc57d, \uac1c\uc778\ud654\ub97c \uc704\ud55c \uad11\ubc94\uc704\ud55c \uc0ac\uc6a9\uc790 \ud65c\ub3d9 \ubd84\uc11d, \ub300\uaddc\ubaa8 \ucf54\ub4dc \ubca0\uc774\uc2a4\uc5d0 \ub300\ud55c \ucd94\ub860 \ub4f1 \ub2e4\uc591\ud55c \uc791\uc5c5\uc758 \uac00\ub2a5\uc131\uc774 \uc5f4\ub838\uc2b5\ub2c8\ub2e4. Llama 4 Scout\ub294 256K \ud1a0\ud070\uc758 \ucee8\ud14d\uc2a4\ud2b8 \uae38\uc774\ub85c \uc0ac\uc804 \ud559\uc2b5\uacfc \uc0ac\ud6c4 \ud559\uc2b5\uc744 \ubaa8\ub450 \uc218\ud589\ud588\uc73c\uba70, \uc774\ub97c \ud1b5\ud574 \uae30\ubcf8 \ubaa8\ub378\uc774 \ub9e4\uc6b0 \ub192\uc740 \uc218\uc900\uc758 \ubb38\ub9e5 \uae38\uc774 \uc77c\ubc18\ud654(length generalization) \ub2a5\ub825\uc744 \uac16\ucd94\uac8c \ub418\uc5c8\uc2b5\ub2c8\ub2e4. \uc800\ud76c\ub294 \uc7a5\ubb38\uc5d0\uc11c \uc911\uc694\ud55c \uc815\ubcf4\ub97c \ucc3e\uc544\ub0b4\ub294 \u201c\uac74\ucd08 \ub354\ubbf8 \uc18d \ubc14\ub298 \ucc3e\uae30(Retrieval needle in haystack)\u201d \uc640 \uac19\uc740 \ud14d\uc2a4\ud2b8 \uae30\ubc18\uc758 \uac80\uc0c9 \uad00\ub828 \uacfc\uc81c\ub098, 1,000\ub9cc \ud1a0\ud070 \ubd84\ub7c9\uc758 \ucf54\ub4dc\uc5d0 \ub300\ud55c \ub204\uc801 \uc74c\uc758 \ub85c\uadf8\uc6b0\ub3c4(negative log-likelihoods, NLLs) \uacc4\uc0b0\uacfc \uac19\uc740 \uacfc\uc81c\uc5d0\uc11c Llama 4 Scout\uac00 \uc778\uc0c1\uc801\uc778 \uacb0\uacfc\ub97c \ubcf4\uc5ec\uc900 \uac83\uc744 \ud655\uc778\ud588\uc2b5\ub2c8\ub2e4. Llama 4 \uc544\ud0a4\ud14d\ucc98\uc758 \ud575\uc2ec \ud601\uc2e0 \uc911 \ud558\ub098\ub294 \uc704\uce58 \uc784\ubca0\ub529(Position Embedding)\uc744 \uc0ac\uc6a9\ud558\uc9c0 \uc54a\uace0 \uad50\ucc28 \ubc30\uce58\ub41c attention \uacc4\uce35(interleaved attention layers)\uc744 \uc801\uc6a9\ud55c \uc810\uc785\ub2c8\ub2e4. \ub610\ud55c \ucd94\ub860 \ub2e8\uacc4\uc5d0\uc11c attention\uc758 \uc628\ub3c4\ub97c \uc870\uc815\ud558\ub294 \ubc29\uc2dd(temperature scaling)\uc744 \uc801\uc6a9\ud574 \ubb38\ub9e5 \uae38\uc774 \uc77c\ubc18\ud654 \uc131\ub2a5\uc744 \ud5a5\uc0c1\uc2dc\ucf30\uc2b5\ub2c8\ub2e4. Meta\ub294 \uc774\ub7ec\ud55c \uad6c\uc870\ub97c iRoPE \uc544\ud0a4\ud14d\ucc98\ub77c\uace0 \ubd80\ub985\ub2c8\ub2e4. \uc5ec\uae30\uc11c \u201ci\u201d\ub294 interleaved attention layers, \uc989 \uad50\ucc28 \ubc30\uce58\ub41c attention \uacc4\uce35\uc744 \uc758\ubbf8\ud558\uba70 \uc774\ub294 \uc0ac\uc2e4\uc0c1 \ubb34\ud55c\uc5d0 \uac00\uae4c\uc6b4 \ubb38\ub9e5 \uae38\uc774\ub97c \uc9c0\uc6d0\ud558\uaca0\ub2e4\ub294 \uc7a5\uae30\uc801\uc778 \ubaa9\ud45c\ub97c \ubc18\uc601\ud569\ub2c8\ub2e4. \u201cRoPE\u201d\ub294 \ub300\ubd80\ubd84\uc758 \uacc4\uce35\uc5d0\uc11c \uc0ac\uc6a9\ub41c \ud68c\uc804 \uc704\uce58 \uc784\ubca0\ub529(rotary position embeddings)\uc744 \ub73b\ud569\ub2c8\ub2e4. Meta\ub294 \ub450 \ubaa8\ub378 \ubaa8\ub450 \ub2e4\uc591\ud55c \uc774\ubbf8\uc9c0 \ubc0f \uc601\uc0c1 \ud504\ub808\uc784 \uc2a4\ud2f8\ucef7(\uc815\uc9c0 \uc0f7)\uc73c\ub85c \ud559\uc2b5\uc2dc\ucf1c, \uc2dc\uac04 \ud750\ub984\uc774 \uc788\ub294 \ud65c\ub3d9\uc774\ub098 \uc5f0\uad00\ub41c \uc774\ubbf8\uc9c0\uc5d0 \ub300\ud55c \uc774\ud574\ub97c \ud3ec\ud568\ud55c \ud3ed\ub113\uc740 \uc2dc\uac01\uc801 \uc774\ud574 \ub2a5\ub825\uc744 \uac16\ucd94\ub3c4\ub85d \ud588\uc2b5\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \ud14d\uc2a4\ud2b8 \ud504\ub86c\ud504\ud2b8\uc640 \ud568\uaed8 \uc5ec\ub7ec \uc774\ubbf8\uc9c0\ub97c \uc785\ub825\ubc1b\uc544 \uc2dc\uac01\uc801 \ucd94\ub860\uacfc \uc774\ud574 \uacfc\uc81c\ub97c \uc790\uc5f0\uc2a4\ub7fd\uace0 \uc190\uc27d\uac8c \uc218\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ubaa8\ub378\uc740 \ucd5c\ub300 48\uc7a5\uc758 \uc774\ubbf8\uc9c0\ub85c \uc0ac\uc804 \ud559\uc2b5\ub418\uc5c8\uc73c\uba70, \uc0ac\ud6c4 \ud559\uc2b5\uc5d0\uc11c\ub294 \ucd5c\ub300 8\uc7a5\uc758 \uc774\ubbf8\uc9c0 \uc785\ub825\uc5d0 \ub300\ud574 \uc6b0\uc218\ud55c \uc131\ub2a5\uc744 \ubcf4\uc5ec\uc8fc\uc5c8\uc2b5\ub2c8\ub2e4. \ub610\ud55c Llama 4 Scout\ub294 \uc774\ubbf8\uc9c0 \uadf8\ub77c\uc6b4\ub529(image grounding) \ubd84\uc57c\uc5d0\uc11c\ub3c4 \ub3d9\uae09 \ucd5c\uace0 \uc218\uc900\uc758 \uc131\ub2a5\uc744 \uc790\ub791\ud569\ub2c8\ub2e4. \uc0ac\uc6a9\uc790\uc758 \ud504\ub86c\ud504\ud2b8\ub97c \uad00\ub828\ub41c \uc2dc\uac01\uc801 \uac1c\ub150\uacfc \uc815\ubc00\ud558\uac8c \uc5f0\uacb0\ud558\uace0, \ubaa8\ub378\uc758 \uc751\ub2f5\uc744 \uc774\ubbf8\uc9c0 \ub0b4 \ud2b9\uc815 \uc601\uc5ed\uc5d0 \uace0\uc815\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 LLM\uc774 \uc0ac\uc6a9\uc790 \uc758\ub3c4\ub97c \ub354 \uc815\ud655\ud788 \uc774\ud574\ud558\uace0, \uad00\uc2ec \uac1d\uccb4\ub97c \uc774\ubbf8\uc9c0\uc5d0\uc11c \uc815\ud655\ud788 \ucc3e\uc544\ub0b4\ub294 \uc2dc\uac01\uc801 \uc9c8\ubb38 \uc751\ub2f5(visual question answering)\uc774 \uac00\ub2a5\ud574\uc9d1\ub2c8\ub2e4. \ub610\ud55c Llama 4 Scout\ub294 \ucf54\ub529, \ucd94\ub860, \uc7a5\ubb38 \ucee8\ud14d\uc2a4\ud2b8, \uc774\ubbf8\uc9c0 \ubca4\uce58\ub9c8\ud06c \ubd84\uc57c\uc5d0\uc11c \uc720\uc0ac \ubaa8\ub378\ub4e4\uc744 \ub2a5\uac00\ud558\uba70, \uc774\uc804\uc758 \ubaa8\ub4e0 Llama \ubaa8\ub378\ubcf4\ub2e4 \ub354 \uac15\ub825\ud55c \uc131\ub2a5\uc744 \uc790\ub791\ud569\ub2c8\ub2e4. \uc774 \uc0c8\ub85c\uc6b4 \ubaa8\ub378\ub4e4\uc740 \ubbf8\ub798\uc758 \uc0c8\ub85c\uc6b4 \uc0c1\ud638 \uc791\uc6a9 \ubc29\uc2dd\uc744 \uac00\ub2a5\ud558\uac8c \ud560 \ud575\uc2ec \uae30\ubc18 \uc694\uc18c\uc785\ub2c8\ub2e4. \uc624\ud508 \uc18c\uc2a4\uc5d0 \ub300\ud55c Meta\uc758 \uc57d\uc18d\uc5d0 \ub530\ub77c, Llama 4 Maverick\uacfc Llama 4 Scout\ub294 llama.com\uacfc Hugging Face\uc5d0\uc11c \ub204\uad6c\ub098 \ub2e4\uc6b4\ub85c\ub4dc\ud560 \uc218 \uc788\ub3c4\ub85d \uacf5\uac1c\ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4. \ub610\ud55c, \uc774 \ubaa8\ub378\ub4e4\uc740 \uc870\ub9cc\uac04 \uac00\uc7a5 \ub110\ub9ac \uc0ac\uc6a9\ub418\ub294 \uc8fc\uc694 \ud074\ub77c\uc6b0\ub4dc \ubc0f \ub370\uc774\ud130 \ud50c\ub7ab\ud3fc, \uc5e3\uc9c0 \uc2e4\ub9ac\ucf58, \uae00\ub85c\ubc8c \uc11c\ube44\uc2a4 \ud1b5\ud569 \uc5c5\uccb4\ub97c \ud1b5\ud574\uc11c\ub3c4 \uc81c\uacf5\ub420 \uc608\uc815\uc785\ub2c8\ub2e4. Llama\uc758 \uc2a4\ucf00\uc77c \ud655\uc7a5: 2\uc870 \ub9e4\uac1c\ubcc0\uc218\uc758 Behemoth \uc800\ud76c\ub294 Llama 4 Behemoth\uc758 \ud504\ub9ac\ubdf0\ub97c \uacf5\uc720\ud560 \uc218 \uc788\uac8c \ub418\uc5b4 \uae30\uc069\ub2c8\ub2e4. \uc774 \ubaa8\ub378\uc740 \ub3d9\uae09 \ubaa8\ub378 \uc911\uc5d0\uc11c\ub3c4 \uac00\uc7a5 \ub6f0\uc5b4\ub09c \uc9c0\ub2a5\uc744 \ubcf4\uc5ec\uc8fc\ub294 \uad50\uc0ac \ubaa8\ub378(teacher model)\uc785\ub2c8\ub2e4. Llama 4 Behemoth\ub294 \uba40\ud2f0\ubaa8\ub2ec \uc804\ubb38\uac00 \ud63c\ud569(MoE) \uc544\ud0a4\ud14d\ucc98\ub97c \uae30\ubc18\uc73c\ub85c \ud558\uba70, 2,880\uc5b5 \uac1c\uc758 \ud65c\uc131 \ub9e4\uac1c\ubcc0\uc218, 16\uac1c\uc758 \uc804\ubb38\uac00, \ucd1d 2\uc870 \uac1c\uc5d0 \uac00\uae4c\uc6b4 \ub9e4\uac1c\ubcc0\uc218\ub97c \uac16\ucd94\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc218\ud559, \ub2e4\uad6d\uc5b4, \uc774\ubbf8\uc9c0 \ubca4\uce58\ub9c8\ud06c\uc5d0\uc11c \ube44\ucd94\ub860(non-reasoning) \ubaa8\ub378 \uc911 \ucd5c\uace0 \uc218\uc900\uc758 \uc131\ub2a5\uc744 \uc81c\uacf5\ud558\uba70, \ub354 \uc791\uc740 Llama 4 \ubaa8\ub378\ub4e4\uc744 \ud559\uc2b5\uc2dc\ud0a4\uae30\uc5d0 \uc774\uc0c1\uc801\uc778 \uad50\uc0ac \ubaa8\ub378\uc774\uc5c8\uc2b5\ub2c8\ub2e4.\u00a0 \uc800\ud76c\ub294 Llama 4 Maverick \ubaa8\ub378\uc744 Llama 4 Behemoth\ub97c \uad50\uc0ac\ub85c \uc0bc\uc544 \uacf5\ub3d9 \uc99d\ub958(codistilled)\ud588\uc73c\uba70, \uadf8 \uacb0\uacfc \uc5ec\ub7ec \ucd5c\uc885 \uacfc\uc81c \ud3c9\uac00 \uc9c0\ud45c\uc5d0\uc11c \ud604\uc800\ud55c \ud488\uc9c8 \uac1c\uc120\uc744 \uc774\ub04c\uc5b4\ub0c8\uc2b5\ub2c8\ub2e4. \uadf8\ub9ac\uace0 \ud559\uc2b5 \uacfc\uc815\uc5d0\uc11c \uc18c\ud504\ud2b8 \ud0c0\uae43\uacfc \ud558\ub4dc \ud0c0\uae43\uc758 \uac00\uc911\uce58\ub97c \ub3d9\uc801\uc73c\ub85c \uc870\uc808\ud558\ub294 \uc0c8\ub85c\uc6b4 \uc99d\ub958 \uc190\uc2e4 \ud568\uc218(distillation loss function)\ub97c \uac1c\ubc1c\ud588\uc2b5\ub2c8\ub2e4. \uc0ac\uc804 \ud559\uc2b5 \ub2e8\uacc4\uc5d0\uc11c Llama 4 Behemoth\ub85c\ubd80\ud130\uc758 \uacf5\ub3d9 \uc99d\ub958\ub294 \ud559\uc0dd \ubaa8\ub378 \ud6c8\ub828\uc5d0 \uc0ac\uc6a9\ub418\ub294 \ub300\ubd80\ubd84\uc758 \ud559\uc2b5 \ub370\uc774\ud130\uc5d0 \ub300\ud574 \uc99d\ub958 \ud0c0\uae43\uc744 \uc0dd\uc131\ud558\ub294 \ub370 \ud544\uc694\ud55c \uace0\ube44\uc6a9 \uc815\ubc29\ud5a5 \uc5f0\uc0b0\uc758 \uacc4\uc0b0 \ubd80\ub2f4\uc744 \ud6a8\uacfc\uc801\uc73c\ub85c \ubd84\uc0b0\uc2dc\ucf1c\uc8fc\uc5c8\uc2b5\ub2c8\ub2e4. \ub610\ud55c \ud559\uc0dd \ubaa8\ub378\uc758 \ud6c8\ub828 \uacfc\uc815\uc5d0\uc11c \uc0c8\ub86d\uac8c \ud3ec\ud568\ub41c \ub370\uc774\ud130\uc5d0 \ub300\ud574\uc11c\ub294 Behemoth \ubaa8\ub378\uc744 \ud1b5\ud574 \uc9c1\uc811 \uc815\ubc29\ud5a5 \uc5f0\uc0b0\uc744 \uc218\ud589\ud574 \uc99d\ub958 \ud0c0\uae43\uc744 \uc0dd\uc131\ud588\uc2b5\ub2c8\ub2e4. 2\uc870 \uac1c\uc758 \ub9e4\uac1c\ubcc0\uc218\ub97c \uac00\uc9c4 \ubaa8\ub378\uc758 \uc0ac\ud6c4 \ud559\uc2b5 \ub610\ud55c \uc0c1\ub2f9\ud55c \ub3c4\uc804\uc774\uc5c8\uc73c\uba70, \uc774\ub97c \uc704\ud574\u00a0 \ub370\uc774\ud130 \uaddc\ubaa8\ubd80\ud130 \uc804\uccb4 \ud559\uc2b5 \ub808\uc2dc\ud53c\ub97c \uc644\uc804\ud788 \uc7ac\uad6c\uc131\ud558\uace0 \uac1c\ud3b8\ud574\uc57c \ud588\uc2b5\ub2c8\ub2e4. \ucd5c\ub300 \uc131\ub2a5\uc744 \uc774\ub04c\uc5b4\ub0b4\uae30 \uc704\ud574, \uc18c\ud615 \ubaa8\ub378\uc5d0\uc11c\ub294 50%\ub9cc \uc904\uc600\ub358 SFT \ub370\uc774\ud130\ub97c \uc774 \ubaa8\ub378\uc5d0\uc11c\ub294 \ubb34\ub824 95%\uae4c\uc9c0 \uc120\ubcc4\ud574 \uc904\uc5ec \ud488\uc9c8\uacfc \ud6a8\uc728\uc131\uc5d0 \uc9d1\uc911\ud560 \uc218 \uc788\ub3c4\ub85d \ud588\uc2b5\ub2c8\ub2e4. \ub610\ud55c, \uacbd\ub7c9\ud654\ub41c SFT \uc218\ud589 \uc774\ud6c4 \ub300\uaddc\ubaa8 \uac15\ud654 \ud559\uc2b5\uc744 \uc801\uc6a9\ud558\ub294 \ubc29\uc2dd\uc774 \ubaa8\ub378\uc758 \ucd94\ub860 \ubc0f \ucf54\ub529 \ub2a5\ub825\uc744 \ub354\uc6b1 \ud06c\uac8c \ud5a5\uc0c1\uc2dc\ud0a8\ub2e4\ub294 \uc810\ub3c4 \ubc1c\uacac\ud588\uc2b5\ub2c8\ub2e4. \uac15\ud654 \ud559\uc2b5 \ub808\uc2dc\ud53c\ub294 \uc815\ucc45 \ubaa8\ub378(policy model)\uc744 \ud65c\uc6a9\ud574 pass@k \ubd84\uc11d\uc744 \uc218\ud589\ud558\uace0, \uc810\uc810 \ub354 \ub09c\uc774\ub3c4 \ub192\uc740 \ud504\ub86c\ud504\ud2b8\ub85c \uad6c\uc131\ub41c \ud559\uc2b5 \ucee4\ub9ac\ud058\ub7fc\uc744 \uc124\uacc4\ud574 \uc5b4\ub824\uc6b4 \ud504\ub86c\ud504\ud2b8\ub97c \uc0d8\ud50c\ub9c1\ud558\ub294 \ub370 \ucd08\uc810\uc744 \ub9de\ucdc4\uc2b5\ub2c8\ub2e4. \ub610\ud55c, \ud559\uc2b5 \uc911 \uc131\ub2a5 \ud5a5\uc0c1\uc5d0 \uae30\uc5ec\ud558\uc9c0 \uc54a\ub294 \ud504\ub86c\ud504\ud2b8(zero advantage prompts)\ub97c \ub3d9\uc801\uc73c\ub85c \uac78\ub7ec\ub0b4\uace0, \ub2e4\uc591\ud55c \ub2a5\ub825 \uc601\uc5ed\uc758 \ud504\ub86c\ud504\ud2b8\ub97c \ud63c\ud569\ud574 \ud559\uc2b5 \ubc30\uce58(batch)\ub97c \uad6c\uc131\ud558\ub294 \ubc29\uc2dd\uc774 \uc218\ud559, \ucd94\ub860, \ucf54\ub529 \uc131\ub2a5 \ud5a5\uc0c1\uc5d0 \ud575\uc2ec\uc801\uc778 \uc5ed\ud560\uc744 \ud588\ub2e4\ub294 \uac83\uc744 \ubc1c\uacac\ud588\uc2b5\ub2c8\ub2e4.\u00a0 \ub9c8\uc9c0\ub9c9\uc73c\ub85c, \ub2e4\uc591\ud55c \uc2dc\uc2a4\ud15c \uba85\ub839\uc5b4(system instructions)\ub97c \uc0d8\ud50c\ub9c1\ud558\ub294 \uac83\ub3c4 \ub9e4\uc6b0 \uc911\uc694\ud588\uc2b5\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \ubaa8\ub378\uc774 \ucd94\ub860 \ubc0f \ucf54\ub529 \uad00\ub828 \uacfc\uc81c\uc5d0\uc11c \uba85\ub839\uc5b4\ub97c \ub530\ub974\ub294 \ub2a5\ub825\uc744 \uc720\uc9c0\ud558\uba70, \ub2e4\uc591\ud55c \uc791\uc5c5\uc5d0\uc11c\ub3c4 \uc6b0\uc218\ud55c \uc131\ub2a5\uc744 \ub0bc \uc218 \uc788\ub3c4\ub85d \ub9cc\ub4e4 \uc218 \uc788\uc5c8\uc2b5\ub2c8\ub2e4. \ub9e4\uac1c\ubcc0\uc218\uac00 2\uc870 \uac1c\uc5d0 \ub2ec\ud558\ub294 \ubaa8\ub378\uc5d0 \ub300\ud55c \uac15\ud654 \ud559\uc2b5\uc744 \ud655\uc7a5\ud558\uae30 \uc704\ud574\uc11c\ub294 \uae30\uc874\uc758 \uac15\ud654 \ud559\uc2b5 \uc778\ud504\ub77c\ub97c \uc804\uba74\uc801\uc73c\ub85c \uac1c\ud3b8\ud574\uc57c \ud588\uc2b5\ub2c8\ub2e4. \uc800\ud76c\ub294 \uc18d\ub3c4\ub97c \ub192\uc774\uae30 \uc704\ud574 \uc804\ubb38\uac00 \ud63c\ud569(MoE) \ubcd1\ub82c\ud654 \uad6c\uc870\ub97c \ucd5c\uc801\ud654\ud588\uace0, \uc774\ub97c \ud1b5\ud574 \ubc18\ubcf5 \uc18d\ub3c4\ub97c \ub192\uc77c \uc218 \uc788\uc5c8\uc2b5\ub2c8\ub2e4. \ub610\ud55c \uc644\uc804\ud788 \ube44\ub3d9\uae30\uc801\uc778 \uc628\ub77c\uc778 \uac15\ud654 \ud559\uc2b5 \ud504\ub808\uc784\uc6cc\ud06c\ub97c \uac1c\ubc1c\ud574 \uc720\uc5f0\uc131\uc744 \uadf9\ub300\ud654\ud588\uc2b5\ub2c8\ub2e4. \uae30\uc874\uc758 \ubd84\uc0b0 \ud559\uc2b5 \ud504\ub808\uc784\uc6cc\ud06c\ub294 \ubaa8\ub4e0 \ubaa8\ub378\uc744 \uba54\ubaa8\ub9ac\uc5d0 \uc801\uc7ac\ud558\uba74\uc11c \uc5f0\uc0b0 \uba54\ubaa8\ub9ac\ub97c \ud76c\uc0dd\ud574\uc57c \ud588\ub358 \ubc18\uba74, \uc0c8\ub85c\uc6b4 \uc778\ud504\ub77c\ub294 \ub2e4\uc591\ud55c \ubaa8\ub378\uc744 \uac1c\ubcc4 GPU\uc5d0 \uc720\uc5f0\ud558\uac8c \ubc30\uce58\ud558\uace0, \uc5f0\uc0b0 \uc18d\ub3c4\uc5d0 \ub530\ub77c \ub9ac\uc18c\uc2a4\ub97c \uade0\ud615 \uc788\uac8c \ubd84\ubc30\ud560 \uc218 \uc788\ub3c4\ub85d \uc124\uacc4\ub418\uc5c8\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ud601\uc2e0 \ub355\ubd84\uc5d0 \uc774\uc804 \uc138\ub300 \ub300\ube44 \uc57d 10\ubc30 \ud5a5\uc0c1\ub41c \ud559\uc2b5 \ud6a8\uc728\uc131\uc744 \ub2ec\uc131\ud560 \uc218 \uc788\uc5c8\uc2b5\ub2c8\ub2e4. \uc548\uc804 \ubc0f \ubcf4\ud638 \uc7a5\uce58 Meta\ub294 \uac00\uc7a5 \uc720\uc6a9\ud55c \ubaa8\ub378\uc744 \uac1c\ubc1c\ud558\ub294 \ub3d9\uc2dc\uc5d0 \uc2ec\uac01\ud55c \uc704\ud5d8\uc5d0 \ub300\ube44\ud558\uace0 \uc774\ub97c \uc644\ud654\ud558\ub294 \uac83\uc744 \ubaa9\ud45c\ub85c \ud569\ub2c8\ub2e4. \uc800\ud76c\ub294 Llama 4\ub97c \uac1c\ubc1c\ud560 \ub54c Meta\uc758 \u2018\uac1c\ubc1c\uc790 \ud65c\uc6a9 \uac00\uc774\ub4dc: AI \ubcf4\ud638(Developer Use Guide: AI Protections)\u2019\uc5d0 \uba85\uc2dc\ub41c \ubaa8\ubc94 \uc0ac\ub840\ub97c \ub530\ub790\uc2b5\ub2c8\ub2e4. \uc774\ub294 \uc0ac\uc804 \ud559\uc2b5\ubd80\ud130 \uc0ac\ud6c4 \ud559\uc2b5, \uadf8\ub9ac\uace0 \uc545\uc758\uc801\uc778 \uc0ac\uc6a9\uc790\ub97c \ubc29\uc5b4\ud560 \uc218 \uc788\ub3c4\ub85d \uc870\uc815 \uac00\ub2a5\ud55c \uc2dc\uc2a4\ud15c \uc218\uc900\uc758 \ubcf4\ud638 \uc870\uce58\ub97c \uac01 \uac1c\ubc1c \ub2e8\uacc4\uc5d0 \ud1b5\ud569\ud558\ub294 \ubc29\uc2dd\uc73c\ub85c \uad6c\uc131\ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uac1c\ubc1c\uc790\ub4e4\uc774 \uc720\uc6a9\ud558\uace0 \uc548\uc804\ud558\uba70 \ub2e4\uc591\ud55c \uc0c1\ud669\uc5d0 \uc720\uc5f0\ud558\uac8c \ub300\uc751\ud560 \uc218 \uc788\ub294 Llama \uae30\ubc18 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \uac1c\ubc1c\ud560 \uc218 \uc788\ub3c4\ub85d \uc9c0\uc6d0\ud569\ub2c8\ub2e4. \uc0ac\uc804 \ubc0f \uc0ac\ud6c4 \ud559\uc2b5 \uc644\ud654 \uc870\uce58 Meta\ub294 \uc0ac\uc804 \ud559\uc2b5 \ub2e8\uacc4\uc5d0\uc11c \ubaa8\ub378\uc744 \uc548\uc804\ud558\uac8c \ubcf4\ud638\ud558\uae30 \uc704\ud574 \ub2e4\ub978 \ub370\uc774\ud130 \uc644\ud654 \uae30\ubc95\ub4e4\uacfc \ud568\uaed8 \ub370\uc774\ud130 \ud544\ud130\ub9c1\uc744 \uc0ac\uc6a9\ud569\ub2c8\ub2e4. \uc0ac\ud6c4 \ud559\uc2b5 \ub2e8\uacc4\uc5d0\uc11c\ub294 \ubaa8\ub378\uc774 \uc0ac\uc6a9\uc790\uc640 \uac1c\ubc1c\uc790 \ubaa8\ub450\uc5d0\uac8c \ub3c4\uc6c0\uc774 \ub418\ub294 \uc815\ucc45\uc5d0 \ubd80\ud569\ud558\ub3c4\ub85d \ub2e4\uc591\ud55c \uae30\uc220\uc744 \uc801\uc6a9\ud558\uba70, \uac01 \ub2e8\uacc4\uc5d0\uc11c \uc801\uc808\ud55c \uc218\uc900\uc758 \uc548\uc804 \ub370\uc774\ud130\ub97c \ubc18\uc601\ud569\ub2c8\ub2e4. \uc2dc\uc2a4\ud15c \ucc28\uc6d0\uc758 \uc811\uadfc \ubc29\uc2dd \uc2dc\uc2a4\ud15c \ucc28\uc6d0\uc5d0\uc11c Meta\ub294 \uc7a0\uc7ac\uc801\uc73c\ub85c \uc720\ud574\ud55c \uc785\ub825 \ubc0f \ucd9c\ub825\uc744 \uc2dd\ubcc4\ud558\uace0 \uc774\uc5d0 \ub300\uc751\ud560 \uc218 \uc788\ub3c4\ub85d \uc5ec\ub7ec \uc548\uc804 \uc7a5\uce58\ub97c \uc624\ud508\uc18c\uc2a4\ub85c \uc81c\uacf5\ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ub3c4\uad6c\ub4e4\uc740 Llama \ubaa8\ub378\uc5d0 \ud1b5\ud569\ud558\uac70\ub098, \ub2e4\ub978 \uc11c\ub4dc\ud30c\ud2f0 \ub3c4\uad6c\ub4e4\uacfc \ud568\uaed8 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. Llama Guard: MLCommons\uc640 \ud568\uaed8 \uac1c\ubc1c\ud55c \uc704\ud5d8 \uc694\uc18c \ubd84\ub958 \uccb4\uacc4(hazards taxonomy)\ub97c \uae30\ubc18\uc73c\ub85c \uc124\uacc4\ub41c \uc785\ucd9c\ub825 \uc548\uc804\uc131\uc744 \uc704\ud55c LLM\uc785\ub2c8\ub2e4. \uac1c\ubc1c\uc790\ub4e4\uc740 \uc774\ub97c \ud65c\uc6a9\ud574 \uac01\uc790\uc758 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0 \uc124\uc815\ud55c \uc815\ucc45\uc744 \uc704\ubc18\ud558\ub294 \uc785\ucd9c\ub825\uc774 \uc788\ub294\uc9c0 \uac10\uc9c0\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. Prompt Guard: \ub300\uaddc\ubaa8 \uacf5\uaca9 \ub370\uc774\ud130\uc14b\uc744 \uae30\ubc18\uc73c\ub85c \ud559\uc2b5\ub41c \ubd84\ub958 \ubaa8\ub378\ub85c, \uc545\uc758\uc801\uc778 \ud504\ub86c\ud504\ud2b8(\ud0c8\uc625 \ud504\ub86c\ud504\ud2b8)\ub294 \ubb3c\ub860, \ud504\ub86c\ud504\ud2b8 \uc778\uc81d\uc158 \uacf5\uaca9\uae4c\uc9c0 \ud0d0\uc9c0\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. CyberSecEval: \uc0dd\uc131\ud615 AI\uc758 \uc0ac\uc774\ubc84 \ubcf4\uc548 \uc704\ud5d8\uc744 \uc774\ud574\ud558\uace0 \uc904\uc774\ub294 \ub370 \ub3c4\uc6c0\uc744 \uc8fc\ub294 \ud3c9\uac00 \ub3c4\uad6c\ub85c, AI \ubaa8\ub378 \ubc0f \uc81c\ud488 \uac1c\ubc1c\uc790\ub97c \uc9c0\uc6d0\ud569\ub2c8\ub2e4. \uac1c\ubc1c\uc790\ub4e4\uc740 \uc774\ub7ec\ud55c \ub3c4\uad6c\ub4e4\uc774 \uac01\uc790\uc758 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0 \ub9de\uac8c \uc870\uc815\ud560 \uc218 \uc788\uc744 \ub54c \uac00\uc7a5 \ud6a8\uacfc\uc801\uc774\uace0 \uc720\uc6a9\ud558\ub2e4\uace0 \uc804\ud588\uc2b5\ub2c8\ub2e4. \uc774\uc5d0 \ub530\ub77c, Meta\ub294 \uac1c\ubc1c\uc790\ub4e4\uc774 \uac01\uc790\uc758 \ud544\uc694\uc5d0 \ub530\ub77c \uac00\uc7a5 \uc548\uc804\ud558\uace0 \ud6a8\uacfc\uc801\uc778 \uacbd\ud5d8\uc744 \uad6c\ucd95\ud560 \uc218 \uc788\ub3c4\ub85d \uac1c\ubc29\ud615 \uc194\ub8e8\uc158\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \ub610\ud55c, \uc624\ud508\uc18c\uc2a4 \ucee4\ubba4\ub2c8\ud2f0\uc5d0 \ub3c4\uc6c0\uc774 \ub418\ub294 \uc5c5\uacc4 \uc804\ubc18\uc758 \uc2dc\uc2a4\ud15c \ud45c\uc900\uc744 \ub9cc\ub4e4\uae30 \uc704\ud574 \uc804 \uc138\uacc4\u00a0 \ud30c\ud2b8\ub108\ub4e4\uacfc \ud611\ub825\ud574 \ub098\uac08 \uacc4\ud68d\uc785\ub2c8\ub2e4. \ud3c9\uac00 \ubc0f \ub808\ub4dc\ud300 \ud14c\uc2a4\ud2b8 Meta\ub294 \ub2e4\uc591\ud55c \uc2dc\ub098\ub9ac\uc624\uc640 \ud65c\uc6a9 \uc0ac\ub840 \uc804\ubc18\uc5d0 \uac78\uccd0 \ubaa8\ub378\uc744 \uccb4\uacc4\uc801\uc73c\ub85c \ud14c\uc2a4\ud2b8\ud558\uba70, \uc774\ub97c \ud1b5\uc81c \uac00\ub2a5\ud558\uace0 \ubc18\ubcf5 \uac00\ub2a5\ud55c \ubc29\uc2dd\uc73c\ub85c \uc218\ud589\ud569\ub2c8\ub2e4. \uc774\ub807\uac8c \uc5bb\uc5b4\uc9c4 \ub370\uc774\ud130\ub294 \uc0ac\ud6c4 \ud559\uc2b5\uc5d0 \ubc18\uc601\ub418\uc5b4 \ubaa8\ub378\uc744 \uc9c0\uc18d\uc801\uc73c\ub85c \uac1c\uc120\ud558\ub294 \ub370 \ud65c\uc6a9\ub429\ub2c8\ub2e4. Meta\ub294 \uc790\ub3d9\ud654 \ubc0f \uc218\ub3d9 \ud14c\uc2a4\ud2b8\ub97c \ubcd1\ud589\ud558\uc5ec, \ub2e4\uc591\ud55c \uc8fc\uc81c\uc5d0 \uac78\uccd0 \ubaa8\ub378\uc744 \uc2a4\ud2b8\ub808\uc2a4 \ud14c\uc2a4\ud2b8\ud569\ub2c8\ub2e4. \uc774\ub54c \u2018\uc801\ub300\uc801 \ub3d9\uc801 \ud0d0\uc0c9(adversarial dynamic probing)\u2019 \uae30\ubc95\uc744 \ud65c\uc6a9\ud574 \uc704\ud611\uc801\uc778 \uc0c1\ud669\uc5d0 \ub300\ud55c \ubaa8\ub378\uc758 \ubc18\uc751\uc744 \uc810\uac80\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \ubaa8\ub378\uc758 \uc7a0\uc7ac\uc801 \uc704\ud5d8 \uc694\uc18c\ub97c \ub354 \uc798 \ud30c\uc545\ud558\uace0, \uc815\ubc00\ud558\uac8c \ud3c9\uac00\ud560 \uc218 \uc788\ub294 \uae30\ubc18\uc744 \ub9c8\ub828\ud588\uc2b5\ub2c8\ub2e4. \uadf8 \ub300\ud45c\uc801\uc778 \uc608\uac00 \uc0c8\ub86d\uac8c \uac1c\ubc1c\ud55c \uc0dd\uc131\ud615 \uacf5\uaca9 \uc5d0\uc774\uc804\ud2b8 \ud14c\uc2a4\ud2b8(Generative Offensive Agent Testing, GOAT)\uc785\ub2c8\ub2e4. GOAT\ub294 \uae30\uc874 \ub808\ub4dc\ud300 \ud14c\uc2a4\ud2b8\uc758 \ud55c\uacc4\ub97c \ubcf4\uc644\ud558\uba70, \uc911\uae09 \uc218\uc900\uc758 \uacf5\uaca9\uc790\uac00 \ucc38\uc5ec\ud558\ub294 \ub2e4\uc911 \ud134 \uc0c1\ud638\uc791\uc6a9\uc744 \uc2dc\ubbac\ub808\uc774\uc158\ud568\uc73c\ub85c\uc368 \ud14c\uc2a4\ud2b8 \ubc94\uc704\ub97c \ud655\uc7a5\ud558\uace0 \ucde8\uc57d\uc810\uc744 \uc870\uae30\uc5d0 \uc2dd\ubcc4\ud560 \uc218 \uc788\ub3c4\ub85d \uc9c0\uc6d0\ud569\ub2c8\ub2e4. GOAT\ub294 \ud14c\uc2a4\ud2b8 \ub3c4\uad6c\uc5d0 \uc790\ub3d9\ud654\ub97c \ub3c4\uc785\ud568\uc73c\ub85c\uc368, \uc54c\ub824\uc9c4 \uc704\ud5d8 \uc601\uc5ed\uc740 \uc790\ub3d9\ud654\uac00 \ucc98\ub9ac\ud558\uace0, \uc804\ubb38 \ub808\ub4dc\ud300 \uc778\ub825\uc740 \ubcf4\ub2e4 \uc0c8\ub85c\uc6b4 \uc720\ud615\uc758 \uacf5\uaca9 \uc2dc\ub098\ub9ac\uc624\uc5d0 \uc9d1\uc911\ud560 \uc218 \uc788\ub3c4\ub85d \ud574\uc90d\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ubc29\uc2dd\uc740 \ud14c\uc2a4\ud2b8 \uacfc\uc815\uc744 \ubcf4\ub2e4 \ud6a8\uc728\uc801\uc774\uace0 \ud6a8\uacfc\uc801\uc73c\ub85c \ub9cc\ub4e4 \ubfd0\ub9cc \uc544\ub2c8\ub77c, \uc704\ud5d8\uc5d0 \ub300\ud55c \uc815\ub7c9\uc801\u00b7\uc815\uc131\uc801 \ud1b5\ucc30\ub825\uc744 \ub354\uc6b1 \uc815\uad50\ud558\uac8c \uad6c\ucd95\ud560 \uc218 \uc788\ub3c4\ub85d \ub3d5\uc2b5\ub2c8\ub2e4. \ub300\uaddc\ubaa8 \uc5b8\uc5b4 \ubaa8\ub378\uc758 \ud3b8\ud5a5\uc131 \ubb38\uc81c \ud574\uacb0 \uc8fc\uc694 \ub300\uaddc\ubaa8 \uc5b8\uc5b4 \ubaa8\ub378\ub4e4\uc774 \ud3b8\ud5a5\uc131 \ubb38\uc81c\ub97c \uc548\uace0 \uc788\ub2e4\ub294 \uac83\uc740 \ub110\ub9ac \uc54c\ub824\uc9c4 \uc0ac\uc2e4\uc785\ub2c8\ub2e4. \ud2b9\ud788 \uc815\uce58\uc801\u00b7\uc0ac\ud68c\uc801 \ub17c\uc7c1\uc774 \uc788\ub294 \uc8fc\uc81c\uc5d0\uc11c\ub294 \uc9c4\ubcf4\uc801\uc73c\ub85c \uae30\uc6b8\uc5b4\uc84c\ub2e4\ub294 \ud3c9\uac00\ub97c \ubc1b\uc544\uc654\uc2b5\ub2c8\ub2e4. \uc774\ub294 \uc778\ud130\ub137\uc5d0 \uacf5\uac1c\ub41c \ud559\uc2b5 \ub370\uc774\ud130\uc758 \ud2b9\uc131\uc5d0 \uae30\uc778\ud569\ub2c8\ub2e4. Meta\ub294 AI \ubaa8\ub378\uc758 \ud3b8\ud5a5\uc744 \uc81c\uac70\ud558\uace0, Llama\uac00 \ub17c\uc7c1\uc774 \uc788\ub294 \uc774\uc288\uc5d0 \ub300\ud574 \uc591\uce21\uc758 \uc785\uc7a5\uc744 \uade0\ud615 \uc788\uac8c \uc774\ud574\ud558\uace0 \uc124\uba85\ud560 \uc218 \uc788\ub3c4\ub85d \ub9cc\ub4dc\ub294 \uac83\uc744 \ubaa9\ud45c\ub85c \ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ub178\ub825\uc758 \uc77c\ud658\uc73c\ub85c, Llama\uac00 \uc9c8\ubb38\uc5d0 \uade0\ud615 \uc788\uac8c \ubc18\uc751\ud558\uace0, \ub2e4\uc591\ud55c \uad00\uc810\uc744 \ud310\ub2e8 \uc5c6\uc774 \uc218\uc6a9\ud558\uba70, \ud2b9\uc815 \uc785\uc7a5\uc744 \ud3b8\ub4e4\uc9c0 \uc54a\ub3c4\ub85d \uc9c0\uc18d\uc801\uc73c\ub85c \uac1c\uc120\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. Meta\ub294 \uc774\ubc88 \ucd9c\uc2dc\ub97c \ud1b5\ud574 \uc774\ub7ec\ud55c \ub178\ub825\uc758 \uc131\uacfc\ub97c \uc785\uc99d\ud588\uc2b5\ub2c8\ub2e4. Llama 4\ub294 Llama 3\ubcf4\ub2e4 \uc131\ub2a5\uc774 \ud06c\uac8c \ud5a5\uc0c1\ub418\uc5c8\uc73c\uba70, Grok\uacfc\ub3c4 \uacac\uc904 \uc218 \uc788\ub294 \uc218\uc900\uc785\ub2c8\ub2e4. Llama 4\ub294 \uc815\uce58\uc801\u00b7\uc0ac\ud68c\uc801\uc73c\ub85c \ub17c\uc7c1\uc774 \uc788\ub294 \uc8fc\uc81c\uc5d0 \ub300\ud55c \uc751\ub2f5 \uac70\ubd80\uc728\uc774 \uc804\ubc18\uc801\uc73c\ub85c \uac10\uc18c\ud588\uc2b5\ub2c8\ub2e4. Llama 3.3\uc5d0\uc11c\ub294 \uc57d 7%\uc600\ub358 \uac70\ubd80\uc728\uc774 Llama 4\uc5d0\uc11c\ub294 2% \ubbf8\ub9cc\uc73c\ub85c \ub0ae\uc544\uc84c\uc2b5\ub2c8\ub2e4. \ub610\ud55c Llama 4\ub294 \uc751\ub2f5\uc744 \uac70\ubd80\ud558\ub294 \uae30\uc900\uc5d0\uc11c\ub3c4 \ud6e8\uc52c \ub354 \uade0\ud615 \uc7a1\ud78c \uc591\uc0c1\uc744 \ubcf4\uc785\ub2c8\ub2e4. \ub17c\uc7c1\uc774 \uc788\ub294 \uc8fc\uc81c\uc5d0\uc11c \ud2b9\uc815 \uad00\uc810\uc5d0\ub9cc \ud3b8\ud5a5\ub418\uac8c \uac70\ubd80\ud558\ub294 \ube44\uc728\uc740 1% \ubbf8\ub9cc\uc73c\ub85c \ub0ae\uc544\uc84c\uc2b5\ub2c8\ub2e4. \ub0b4\ubd80 \ud14c\uc2a4\ud2b8 \uacb0\uacfc, Llama 4\ub294 \uc815\uce58\uc801 \ub610\ub294 \uc0ac\ud68c\uc801\uc73c\ub85c \ub17c\uc7c1\uc758 \uc5ec\uc9c0\uac00 \uc788\ub294 \uc8fc\uc81c\uc5d0 \ub300\ud574 \uc815\uce58\uc801 \ud3b8\ud5a5\uc774 \ub4dc\ub7ec\ub098\ub294 \uc751\ub2f5 \ube44\uc728\uc774 Grok\uacfc \uc720\uc0ac\ud55c \uc218\uc900\uc774\uba70, Llama 3.3\uc5d0 \ube44\ud574\uc11c\ub294 \uc808\ubc18 \uc774\ud558\ub85c \ub0ae\uc544\uc84c\uc2b5\ub2c8\ub2e4. \uc9c4\uc804\uc740 \ubd84\uba85\ud558\uc9c0\ub9cc, \uc5ec\uc804\ud788 \uac1c\uc120\uc758 \uc5ec\uc9c0\uac00 \uc788\uc73c\uba70 \uc774 \ube44\uc728\uc744 \ub354\uc6b1 \ub0ae\ucd94\uae30 \uc704\ud55c \ub178\ub825\uc744 \uc9c0\uc18d\ud560 \uacc4\ud68d\uc785\ub2c8\ub2e4. Meta\ub294 \uc9c0\uae08\uae4c\uc9c0 \uc774\ub904\ub0b8 \uc131\uacfc\uc5d0 \uc790\ubd80\uc2ec\uc744 \uac00\uc9c0\uba70, \ubaa8\ub378 \uc804\ubc18\uc758 \ud3b8\ud5a5\uc744 \uc81c\uac70\ud558\uae30 \uc704\ud55c \ubaa9\ud45c\uc5d0 \uc9c0\uc18d\uc801\uc73c\ub85c \uc804\ub150\ud560 \uac83\uc785\ub2c8\ub2e4. Llama \uc0dd\ud0dc\uacc4 \ubaa8\ub378\uc758 \uc9c0\ub2a5\ub3c4 \uc911\uc694\ud558\uc9c0\ub9cc, \uc0ac\ub78c\ub4e4\uc740 \ubaa8\ub378\uc774 \uc778\uac04\ucc98\ub7fc \ube60\ub974\uac8c \ubc18\uc751\ud558\uace0, \uac1c\uc778\ud654\ub41c \ubc29\uc2dd\uc73c\ub85c \uc751\ub2f5\ud574 \uc8fc\uae30\ub97c \uc6d0\ud569\ub2c8\ub2e4. \uac00\uc7a5 \uace0\ub3c4\ud654\ub41c \ubaa8\ub378\uc778 Llama 4\ub294 \uc774\ub7ec\ud55c \uc0ac\uc6a9\uc790 \uc694\uad6c\ub97c \ucda9\uc871\ud558\ub3c4\ub85d \ucd5c\uc801\ud654\ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4. \ubb3c\ub860, \ubaa8\ub378\uc740 \uc774\ub7ec\ud55c \uacbd\ud5d8\uc744 \uac00\ub2a5\ud558\uac8c \ud558\ub294 \ub354 \ud070 \uc0dd\ud0dc\uacc4\uc758 \ud55c \ubd80\ubd84\uc785\ub2c8\ub2e4. \uc774\ub97c \ub4b7\ubc1b\uce68\ud558\uae30 \uc704\ud574, \uc800\ud76c\ub294 \uc0c8\ub85c\uc6b4 \uc81c\ud488 \ud1b5\ud569\uc744 \ud3ec\ud568\ud55c \uc804\uccb4 \uae30\uc220 \uc2a4\ud0dd\uc5d0 \uc9d1\uc911\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. Meta\ub294 \ud30c\ud2b8\ub108\uc0ac \ubc0f \uc624\ud508\uc18c\uc2a4 \ucee4\ubba4\ub2c8\ud2f0\uc640\uc758 \ud611\uc5c5\uc744 \uc9c0\uc18d\uc801\uc73c\ub85c \uc774\uc5b4\uac00\uace0 \uc788\uc73c\uba70, \uc0c8\ub85c\uc6b4 Llama \uc0dd\ud0dc\uacc4\uc5d0\uc11c \uc0ac\uc6a9\uc790\ub4e4\uc774 \ub9cc\ub4e4\uc5b4\uac08 \ud48d\ubd80\ud55c \uacbd\ud5d8\uc744 \uae30\ub300\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. Llama 4 Scout\uc640 Llama 4 Maverick \ubaa8\ub378\uc740 \uc624\ub298 llama.com\uacfc Hugging Face\uc5d0\uc11c \ub2e4\uc6b4\ub85c\ub4dc\ud558\uc2e4 \uc218 \uc788\uc2b5\ub2c8\ub2e4. Llama 4 \uae30\ubc18 Meta AI\ub294 WhatsApp, Messenger, Instagram Direct, Meta.AI \uc6f9\uc0ac\uc774\ud2b8\uc5d0\uc11c \uc9c1\uc811 \uacbd\ud5d8\ud558\uc2e4 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ubc88 \ud504\ub85c\uc81d\ud2b8\ub294 AI \ucee4\ubba4\ub2c8\ud2f0 \uc804\ubc18\uc5d0 \uac78\uce5c \ud30c\ud2b8\ub108\uc0ac\ub4e4\uc758 \uc9c0\uc6d0 \ub355\ubd84\uc5d0 \uac00\ub2a5\ud588\uc2b5\ub2c8\ub2e4. \uc774 \uc790\ub9ac\ub97c \ube4c\ub824 \uae4a\uc740 \uac10\uc0ac\uc758 \ub9d0\uc500\uc744 \uc804\ud569\ub2c8\ub2e4. (\uc54c\ud30c\ubcb3 \uc21c\uc11c\ub85c \ub098\uc5f4): Accenture, Amazon Web Services, AMD, Arm, CentML, Cerebras, Cloudflare, Databricks, Deepinfra, DeepLearning.AI, Dell, Deloitte, Fireworks AI, Google Cloud, Groq, Hugging Face, IBM Watsonx, Infosys, Intel, Kaggle, Mediatek, Microsoft Azure, Nebius, NVIDIA, ollama, Oracle Cloud, PwC, Qualcomm, Red Hat, SambaNova, Sarvam AI, Scale AI, Scaleway, Snowflake, TensorWave, Together AI, vLLM, Wipro. *\uc601\uc5b4 \uc6d0\ubb38 \ubcf4\uae30 &nbsp;\" \/>\n<meta property=\"og:url\" content=\"https:\/\/about.fb.com\/ko\/news\/2025\/04\/the-llama-4-herd-the-beginning-of-a-new-era-of-natively-multimodal-ai-innovation\/\" \/>\n<meta property=\"og:site_name\" content=\"Meta \uc18c\uac1c\" \/>\n<meta property=\"article:published_time\" content=\"2025-04-05T06:46:40+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-04-10T07:31:53+00:00\" \/>\n<meta property=\"og:image\" 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\uc804\ubb38\uac00\ub85c \uad6c\uc131\ub41c \ubaa8\ub378\ub85c, \ub3d9\uae09 \ubaa8\ub378 \uc911 \ucd5c\uace0\uc758 \uba40\ud2f0\ubaa8\ub2ec \ubaa8\ub378\uc785\ub2c8\ub2e4. \uc774\uc804 \uc138\ub300\uc758 Llama \ubaa8\ub378\ubcf4\ub2e4 \ub354 \uac15\ub825\ud558\uba74\uc11c\ub3c4 \ub2e8\uc77c NVDIA H100 GPU\uc5d0\uc11c \uc2e4\ud589\uc774 \uac00\ub2a5\ud569\ub2c8\ub2e4. \ub610\ud55c, Llama 4 Scout\ub294 \uc5c5\uacc4 \ucd5c\uace0 \uc218\uc900\uc778 1,000\ub9cc \ud1a0\ud070 \uaddc\ubaa8\uc758 \ucee8\ud14d\uc2a4\ud2b8 \uc708\ub3c4\uc6b0(Context window)\ub97c \uc81c\uacf5\ud558\uba70, \ub2e4\uc591\ud55c \ubca4\uce58\ub9c8\ud06c\uc5d0\uc11c Gemma 3, Gemini 2.0 Flash-Lite, Mistral 3.1\ubcf4\ub2e4 \ub354 \ub6f0\uc5b4\ub09c \uc131\ub2a5\uc744 \ubcf4\uc5ec\uc90d\ub2c8\ub2e4. Llama 4 Maverick\uc740 170\uc5b5 \uac1c\uc758 \ud65c\uc131 \ub9e4\uac1c\ubcc0\uc218\uc640 128\uac1c\uc758 \uc804\ubb38\uac00\ub97c \uac16\ucd98 \ubaa8\ub378\ub85c, \ub2e4\uc591\ud55c \ubca4\uce58\ub9c8\ud06c\uc5d0\uc11c GPT-4o \ubc0f Gemini 2.0 Flash\ub97c \ub2a5\uac00\ud558\uace0, DeepSeek v3\uc640 \uc720\uc0ac\ud55c \uc218\uc900\uc758 \ucd94\ub860 \ubc0f \ucf54\ub529 \uc131\ub2a5\uc744 \uc808\ubc18 \uc774\ud558\uc758 \ud65c\uc131 \ub9e4\uac1c\ubcc0\uc218\ub85c \ub2ec\uc131\ud558\ub294 \ub3d9\uae09 \ucd5c\uace0\uc758 \uba40\ud2f0\ubaa8\ub2ec \ubaa8\ub378\uc785\ub2c8\ub2e4. \ub610\ud55c, \ube44\uc6a9 \ub300\ube44 \uc5c5\uacc4 \ucd5c\uace0 \uc218\uc900\uc758 \uc131\ub2a5\uc744 \uc81c\uacf5\ud558\uba70, \uc774 \ubaa8\ub378\uc758 \uc2e4\ud5d8\uc6a9 \ucc57 \ubc84\uc804\uc740 LMArena\uc5d0\uc11c ELO 1417\uc810\uc744 \uae30\ub85d\ud588\uc2b5\ub2c8\ub2e4. \uc774 \ubaa8\ub378\ub4e4\uc740 Llama 4 Behemoth\uc5d0\uc11c \uc99d\ub958(distillation)\ub97c \ud1b5\ud574 \ud0c4\uc0dd\ud588\uc2b5\ub2c8\ub2e4. Llama 4 Behemoth\ub294 2880\uc5b5 \uac1c\uc758 \ud65c\uc131 \ub9e4\uac1c\ubcc0\uc218\uc640 16\uac1c\uc758 \uc804\ubb38\uac00\ub85c \uad6c\uc131\ub41c, \ud604\uc874\ud558\ub294 Meta\uc758 \uac00\uc7a5 \uac15\ub825\ud55c, \uadf8\ub9ac\uace0 \uc138\uacc4\uc801\uc73c\ub85c\ub3c4 \uac00\uc7a5 \uc9c0\ub2a5\uc801\uc778 \ub300\uaddc\ubaa8 \uc5b8\uc5b4 \ubaa8\ub378(LLM) \uc911 \ud558\ub098\uc785\ub2c8\ub2e4. Llama 4 Behemoth\ub294 \uc5ec\ub7ec STEM(\uacfc\ud559, \uae30\uc220, \uacf5\ud559, \uc218\ud559) \ubca4\uce58\ub9c8\ud06c\uc5d0\uc11c GPT-4.5, Claude Sonnet 3.7, Gemini 2.0 Pro\ub97c \ub2a5\uac00\ud558\ub294 \uc131\ub2a5\uc744 \ubcf4\uc785\ub2c8\ub2e4. \ud604\uc7ac Llama 4 Behemoth\ub294 \ud6c8\ub828 \uc911\uc774\uba70, \uc774\uc5d0 \ub300\ud55c \ub354 \ub9ce\uc740 \uc815\ubcf4\ub97c \ucd94\ud6c4 \uacf5\uc720\ud560 \uc608\uc815\uc785\ub2c8\ub2e4. Llama 4 Scout\uc640 Llama 4 Maverick \ubaa8\ub378\uc740 \uc624\ub298\ubd80\ud130 llama.com\uacfc Hugging Face\uc5d0\uc11c \ub2e4\uc6b4\ub85c\ub4dc\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub610\ud55c, Llama 4\ub85c \uad6c\ucd95\ub41c Meta AI\ub97c WhatsApp, Messenger, Instagram DM, \uadf8\ub9ac\uace0 \uc6f9\uc5d0\uc11c \uc9c1\uc811 \uccb4\ud5d8\ud574 \ubcf4\uc138\uc694. \uc810\uc810 \ub354 \ub9ce\uc740 \uc0ac\ub78c\ub4e4\uc774 \uc77c\uc0c1 \uc18d\uc5d0\uc11c \uc778\uacf5\uc9c0\ub2a5\uc744 \ud65c\uc6a9\ud558\uac8c \ub418\uba74\uc11c, \ub204\uad6c\ub098 \uac1c\uc778\ud654\ub41c \uacbd\ud5d8\uc744 \uad6c\ucd95\ud560 \uc218 \uc788\ub3c4\ub85d \uc120\ub3c4\uc801\uc778 \ubaa8\ub378\uacfc \uc2dc\uc2a4\ud15c\uc744 \uac1c\ubc29\ud558\ub294 \uac83\uc774 \uc911\uc694\ud574\uc84c\uc2b5\ub2c8\ub2e4. \uc624\ub298, Meta\ub294 Llama \uc0dd\ud0dc\uacc4\ub97c \uc804\ubc18\uc801\uc73c\ub85c \uc9c0\uc6d0\ud558\ub294 \uac00\uc7a5 \uc9c4\ubcf4\ub41c \ubaa8\ub378 \uc81c\ud488\uad70\uc744 \ubc1c\ud45c\ud558\uac8c \ub418\uc5b4 \uae30\uc069\ub2c8\ub2e4. \uc800\ud76c\ub294 \uc804\ub840 \uc5c6\ub294 \ucee8\ud14d\uc2a4\ud2b8 \uae38\uc774\ub97c \uc9c0\uc6d0\ud558\ub294 \ucd5c\ucd08\uc758 \uc624\ud508 \uc6e8\uc774\ud2b8(open-weight) \uae30\ubc18 \uba40\ud2f0\ubaa8\ub2ec \ubaa8\ub378\uc774\uc790, \ucc98\uc74c\uc73c\ub85c \uc804\ubb38\uac00 \ud63c\ud569(Mixture-of-Experts, MoE) \uc544\ud0a4\ud14d\ucc98\ub85c \uad6c\ucd95\ub41c \ubaa8\ub378\uc778 Llama 4 Scout\uc640 Llama 4 Maverick\uc744 \uc18c\uac1c\ud569\ub2c8\ub2e4.\u00a0 \ub610\ud55c, \uc138\uacc4\uc5d0\uc11c \uac00\uc7a5 \ub611\ub611\ud55c \ub300\uaddc\ubaa8 \uc5b8\uc5b4 \ubaa8\ub378 \uc911 \ud558\ub098\uc774\uc790 \uc9c0\uae08\uae4c\uc9c0 Meta\uac00 \uac1c\ubc1c\ud55c \ubaa8\ub378 \uc911 \uac00\uc7a5 \uac15\ub825\ud55c Llama 4 Behemoth\uc758 \ud504\ub9ac\ubdf0\ub3c4 \ud568\uaed8 \uacf5\uac1c\ud569\ub2c8\ub2e4. \uc774 \ubaa8\ub378\uc740 \uc2e0\uaddc Llama 4 \ubaa8\ub378\ub4e4\uc758 \uad50\uc0ac \uc5ed\ud560\uc744 \uc218\ud589\ud569\ub2c8\ub2e4. \uc774 Llama 4 \ubaa8\ub378\ub4e4\uc740 Llama \uc0dd\ud0dc\uacc4\uc758 \uc0c8\ub85c\uc6b4 \uc2dc\ub300\ub97c \uc5ec\ub294 \uc2e0\ud638\ud0c4\uc785\ub2c8\ub2e4. Meta\ub294 Llama 4 \uc2dc\ub9ac\uc988\uc5d0\uc11c \ub450 \uac00\uc9c0 \uace0\ud6a8\uc728 \ubaa8\ub378, Llama 4 Scout\uc640 Llama 4 Maverick\uc744 \uc124\uacc4\ud588\uc2b5\ub2c8\ub2e4. Llama 4 Scout\ub294 170\uc5b5 \uac1c\uc758 \ud65c\uc131 \ub9e4\uac1c\ubcc0\uc218\uc640 16\uac1c\uc758 \uc804\ubb38\uac00\ub85c \uad6c\uc131\ub41c \ubaa8\ub378\uc774\uba70, Int4 \uc591\uc790\ud654\ub97c \ud1b5\ud574 \ub2e8\uc77c H100 GPU\uc5d0\uc11c\ub3c4 \uad6c\ub3d9 \uac00\ub2a5\ud569\ub2c8\ub2e4. Llama 4 Maverick\uc740 170\uc5b5 \uac1c\uc758 \ud65c\uc131 \ub9e4\uac1c\ubcc0\uc218\uc640 128\uac1c\uc758 \uc804\ubb38\uac00\ub97c \uac16\ucd98 \ubaa8\ub378\uc774\uba70, \ub2e8\uc77c H100 \ud638\uc2a4\ud2b8\uc5d0\uc11c \uc2e4\ud589\ub429\ub2c8\ub2e4. \ub610\ud55c, Meta\ub294 \uc774\ub4e4\uc758 \uad50\uc0ac \uc5ed\ud560\uc744 \ud558\ub294 Llama 4 Behemoth\ub77c\ub294 \ubaa8\ub378\ub3c4 \ud6c8\ub828\ud588\uc2b5\ub2c8\ub2e4. \uc774 \ubaa8\ub378\uc740 MATH-500, GPQA Diamond\uc640 \uac19\uc740 STEM \uc911\uc2ec \ubca4\uce58\ub9c8\ud06c\uc5d0\uc11c GPT-4.5, Claude Sonnet 3.7, Gemini 2.0 Pro\ub97c \ub2a5\uac00\ud558\ub294 \uc131\ub2a5\uc744 \ubcf4\uc785\ub2c8\ub2e4. Llama 4 Behemoth\ub294 \uc544\uc9c1 \ud6c8\ub828 \uc911\uc774\uae30 \ub54c\ubb38\uc5d0 \ucd9c\uc2dc\ud558\uc9c0 \uc54a\uc558\uc9c0\ub9cc, Meta\uc758 \uae30\uc220\uc801 \uc811\uadfc \ubc29\uc2dd\uc5d0 \ub300\ud55c \ub354 \ub9ce\uc740 \uc815\ubcf4\ub97c \uacf5\uc720\ud560 \uc218 \uc788\uac8c \ub418\uc5b4 \uae30\uc069\ub2c8\ub2e4. \uc800\ud76c\ub294 \uc5ec\uc804\ud788 \uac1c\ubc29\uc131\uc774 \ud601\uc2e0\uc744 \uc774\ub04c\uace0, \uc774\ub294 \uac1c\ubc1c\uc790, Meta, \uadf8\ub9ac\uace0 \uc138\uc0c1 \ubaa8\ub450\uc5d0\uac8c\ub3c4 \uc774\ub85c\uc6b4 \ubc29\ud5a5\uc774\ub77c\uace0 \ubbff\uc2b5\ub2c8\ub2e4. \ub204\uad6c\ub098 \ucd5c\uc2e0 \uae30\uc220\uc744 \ud65c\uc6a9\ud574 \uc0c8\ub85c\uc6b4 \uacbd\ud5d8\uc744 \uacc4\uc18d \uad6c\ucd95\ud574\ub098\uac08 \uc218 \uc788\ub3c4\ub85d \ub3d5\uae30 \uc704\ud574 \uc624\ub298\ubd80\ud130 llama.com\uacfc Hugging Face\uc5d0\uc11c Llama 4 Scout\uc640 Llama 4 Maverick\uc744 \ub2e4\uc6b4\ub85c\ub4dc\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc55e\uc73c\ub85c \uba70\uce60 \ub0b4\uc5d0 Meta\uc758 \uc8fc\uc694 \ud30c\ud2b8\ub108\ub4e4\uc744 \ud1b5\ud574\uc11c\ub3c4 \uc774 \ub450 \uac00\uc9c0 \ubaa8\ub378\ub4e4\uc744 \uc81c\uacf5\ud560 \uc608\uc815\uc785\ub2c8\ub2e4. \ub610\ud55c, \uc624\ub298\ubd80\ud130 WhatsApp, Messenger, Instagram DM, Meta.AI \uc6f9\uc0ac\uc774\ud2b8\uc5d0\uc11c Llama 4 \uae30\ubc18\uc758 Meta AI\ub97c \uc9c1\uc811 \uccb4\ud5d8\ud574 \ubcfc \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub294 Llama 4 \uceec\ub809\uc158\uc758 \uc2dc\uc791\uc5d0 \ubd88\uacfc\ud569\ub2c8\ub2e4. Meta\ub294 \uac00\uc7a5 \uc9c0\ub2a5\uc801\uc778 \uc2dc\uc2a4\ud15c\uc740 \uc77c\ubc18\ud654\ub41c \ud589\ub3d9\uc744 \uc218\ud589\ud558\uace0, \uc0ac\ub78c\ub4e4\uacfc \uc790\uc5f0\uc2a4\ub7fd\uac8c \ub300\ud654\ud558\uba70, \uc774\uc804\uc5d0 \ubcf8 \uc801 \uc5c6\ub294 \uc5b4\ub824\uc6b4 \ubb38\uc81c\ub3c4 \ud574\uacb0\ud560 \uc218 \uc788\uc5b4\uc57c \ud55c\ub2e4\uace0 \ubbff\uc2b5\ub2c8\ub2e4. Llama \ubaa8\ub378\uc5d0 \uc774\ub7ec\ud55c \ub2a5\ub825\uc744 \ubd80\uc5ec\ud558\uba74 Meta\uc758 \ud50c\ub7ab\ud3fc\uc744 \uc0ac\uc6a9\ud558\ub294 \uc0ac\ub78c\ub4e4\uc5d0\uac8c \ub354 \ub098\uc740 \uc81c\ud488\uc744 \uc81c\uacf5\ud558\uace0, \uac1c\ubc1c\uc790\ub4e4\uc5d0\uac8c\ub294 \ucc28\uc138\ub300 \uc18c\ube44\uc790 \ubc0f \ube44\uc988\ub2c8\uc2a4 \ud65c\uc6a9 \uc0ac\ub840\ub97c \ud601\uc2e0\ud560 \uc218 \uc788\ub294 \ub354 \ub9ce\uc740 \uae30\ud68c\ub97c \uc5f4\uc5b4\uc904 \uac83\uc785\ub2c8\ub2e4. \uc800\ud76c\ub294 \uacc4\uc18d\ud574\uc11c \ub450 \ubaa8\ub378\uacfc \uc81c\ud488\uc5d0 \ub300\ud55c \uc5f0\uad6c \ubc0f \ud504\ub85c\ud1a0\ud0c0\uc774\ud551\uc744 \uc9c4\ud589\ud558\uace0 \uc788\uc73c\uba70, \uc800\ud76c\uc758 \ube44\uc804\uc744 \uc624\ub294 4\uc6d4 29\uc77c\uc5d0 \uc5f4\ub9ac\ub294 \ub77c\ub9c8\ucf58(LlamaCon)\uc5d0\uc11c \ub354 \uc790\uc138\ud788 \uacf5\uc720\ud560 \uc608\uc815\uc785\ub2c8\ub2e4. \uc9c0\uae08 \ub77c\ub9c8\ucf58 \uc54c\ub9bc \uc124\uc815\uc744 \uc2e0\uccad\ud558\uace0 \ub354 \ub9ce\uc740 \uc815\ubcf4\ub97c \ud655\uc778\ud558\uc138\uc694. \uc5ec\ub7ec\ubd84\uc774 \uc800\ud76c \ubaa8\ub378\uc744 \uae30\ubc18\uc73c\ub85c \uac1c\ubc1c\ud558\ub294 \uac1c\ubc1c\uc790\uc774\ub4e0, \uc5c5\ubb34 \ud504\ub85c\uc138\uc2a4\uc5d0 Meta\uc758 \ubaa8\ub378\uc744 \ud1b5\ud569\ud558\ub824\ub294 \uae30\uc5c5\uc774\ub4e0, \ud639\uc740 \ub2e8\uc21c\ud788 AI\uc758 \uc7a0\uc7ac\uc801\uc778 \ud65c\uc6a9\uacfc \uc774\uc810\uc5d0 \ub300\ud574 \uad81\uae08\ud55c \uc0ac\ub78c\uc774\ub4e0, Llama 4 Scout\uc640 Llama 4 Maverick\uc740 \uc81c\ud488\uc5d0 \ucc28\uc138\ub300 \uc9c0\ub2a5\uc744 \ub354 \ud560 \uc218 \uc788\ub294 \uac00\uc7a5 \ucd5c\uace0\uc758 \uc120\ud0dd\uc785\ub2c8\ub2e4. \uc624\ub298, \uc800\ud76c\ub294 \uc774 \ubaa8\ub378\ub4e4\uc758 \uac1c\ubc1c \uacfc\uc815\uc5d0\uc11c \ud575\uc2ec\uc774 \ub418\ub294 4\uac00\uc9c0 \uc8fc\uc694 \uc694\uc18c\uc640 \uc5f0\uad6c \ubc0f \uc124\uacc4 \uacfc\uc815\uc5d0 \ub300\ud55c \uc778\uc0ac\uc774\ud2b8\ub97c \uacf5\uc720\ud558\uac8c \ub418\uc5b4 \uae30\uc069\ub2c8\ub2e4. \ub610\ud55c, \ucee4\ubba4\ub2c8\ud2f0\uac00 \uc0c8\ub85c\uc6b4 Llama 4 \ubaa8\ub378\uc744 \ud65c\uc6a9\ud574 \uc5b4\ub5a4 \ub180\ub77c\uc6b4 \uacbd\ud5d8\uc744 \ub9cc\ub4e4\uc5b4\ub0bc\uc9c0 \ubc8c\uc368\ubd80\ud130 \uae30\ub300\uac00 \ub429\ub2c8\ub2e4. \uc0ac\uc804 \ud559\uc2b5 \uc774\ubc88 Llama 4 \ubaa8\ub378\ub4e4\uc740 Llama \uc2dc\ub9ac\uc988\uc758 \uc815\uc218\ub97c \ubcf4\uc5ec\uc8fc\uba70, \ud06c\uae30\uac00 \ud6e8\uc52c \ud070 \ubaa8\ub378\ub4e4\uc744 \ub2a5\uac00\ud558\ub294 \ub6f0\uc5b4\ub09c \uba40\ud2f0\ubaa8\ub2ec \uc131\ub2a5\uc744 \uacbd\uc7c1\ub825 \uc788\ub294 \ube44\uc6a9\uc5d0 \uc81c\uacf5\ud569\ub2c8\ub2e4. \ucc28\uc138\ub300 Llama \ubaa8\ub378\uc744 \uad6c\ucd95\ud558\uae30 \uc704\ud574 Meta\ub294 \uc0ac\uc804 \ud559\uc2b5(pre-training) \uacfc\uc815\uc5d0\uc11c \uc5ec\ub7ec \uac00\uc9c0 \uc0c8\ub85c\uc6b4 \uc811\uadfc \ubc29\uc2dd\uc744 \ub3c4\uc785\ud574\uc57c \ud588\uc2b5\ub2c8\ub2e4. \uc0c8\ub86d\uac8c \uc120\ubcf4\uc774\ub294 Llama 4 \ubaa8\ub378\uc740 Meta\uac00 \ucc98\uc74c\uc73c\ub85c \uc804\ubb38\uac00 \ud63c\ud569(MoE) \uc544\ud0a4\ud14d\ucc98\ub97c \uc801\uc6a9\ud55c \ubaa8\ub378\uc785\ub2c8\ub2e4. MoE \uad6c\uc870\uc5d0\uc11c\ub294 \ud558\ub098\uc758 \ud1a0\ud070\uc774 \uc804\uccb4 \ub9e4\uac1c\ubcc0\uc218 \uc911 \uc77c\ubd80\ub9cc\uc744 \ud65c\uc131\ud654\ud569\ub2c8\ub2e4. \ub355\ubd84\uc5d0 MoE \uc544\ud0a4\ud14d\ucc98\ub294 \ud559\uc2b5\uacfc \ucd94\ub860 \uce21\uba74\uc5d0\uc11c \ubcf4\ub2e4 \ud6a8\uc728\uc801\uc778 \uc5f0\uc0b0\uc774 \uac00\ub2a5\ud558\uba70, \ub3d9\uc77c\ud55c \ud559\uc2b5 \ud50c\ub86d\uc2a4(FLoating point OPerations, FLOPs) \uc608\uc0b0 \ub0b4\uc5d0\uc11c \ubc00\uc9d1\ud615(dense) \ubaa8\ub378\uc5d0 \ube44\ud574 \ub354 \ub192\uc740 \ud488\uc9c8\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, Llama 4 Maverick \ubaa8\ub378\uc740 170\uc5b5 \uac1c\uc758 \ud65c\uc131 \ub9e4\uac1c\ubcc0\uc218\uc640 \ucd1d 4,000\uc5b5 \uac1c\uc758 \ub9e4\uac1c\ubcc0\uc218\ub97c \uac00\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \ubaa8\ub378\uc740 \ucd94\ub860 \ud6a8\uc728\uc131\uc744 \ub192\uc774\uae30 \uc704\ud574 \ubc00\uc9d1\ud615(dense) \uacc4\uce35\uacfc \uc804\ubb38\uac00 \ud63c\ud569\ud615(MoE) \uacc4\uce35\uc744 \ubc88\uac08\uc544 \uc0ac\uc6a9\ud569\ub2c8\ub2e4. MoE \uacc4\uce35\uc740 128\uac1c\uc758 \ub77c\uc6b0\ud305 \uc804\ubb38\uac00\uc640 \ud558\ub098\uc758 \uacf5\uc720 \uc804\ubb38\uac00\ub97c \uc0ac\uc6a9\ud558\uba70, \uac01 \ud1a0\ud070\uc740 \uacf5\uc720 \uc804\ubb38\uac00\uc640 128\uac1c\uc758 \ub77c\uc6b0\ud305 \uc804\ubb38\uac00 \uc911 \ud558\ub098\uc5d0 \uc804\ub2ec\ub429\ub2c8\ub2e4. \uacb0\uacfc\uc801\uc73c\ub85c \ubaa8\ub4e0 \ub9e4\uac1c\ubcc0\uc218\uac00 \uba54\ubaa8\ub9ac\uc5d0 \uc800\uc7a5\ub418\uc9c0\ub9cc, \uc2e4\uc81c \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud558\ub294 \ub3d9\uc548\uc5d0\ub294 \uc804\uccb4 \ub9e4\uac1c\ubcc0\uc218 \uc911 \uc77c\ubd80\ub9cc\uc774 \ud65c\uc131\ud654\ub429\ub2c8\ub2e4. \uc774\ub85c \uc778\ud574 \ubaa8\ub378 \uc11c\ube44\uc2a4 \ube44\uc6a9\uacfc \uc9c0\uc5f0 \uc2dc\uac04\uc774 \uc904\uc5b4\ub4e4\uc5b4, \ucd94\ub860 \ud6a8\uc728\uc131\uc774 \ud5a5\uc0c1\ub429\ub2c8\ub2e4. Llama 4 Maverick\uc740 \ub2e8\uc77c NVIDIA H100 DGX \ud638\uc2a4\ud2b8\uc5d0\uc11c \uc27d\uac8c \ubc30\ud3ec\ud560 \uc218 \uc788\uc73c\uba70, \ubd84\uc0b0 \ucd94\ub860\uc744 \ud1b5\ud574 \ucd5c\ub300\uc758 \ud6a8\uc728\uc131\uc744 \ub2ec\uc131\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. Llama 4 \ubaa8\ub378\uc740 \uae30\ubcf8\uc801\uc73c\ub85c \uba40\ud2f0\ubaa8\ub2ec \uae30\ub2a5\uc744 \uace0\ub824\ud574 \uc124\uacc4\ub418\uc5c8\uc73c\uba70, \ucd08\uae30 \uc735\ud569(early fusion) \ubc29\uc2dd\uc744 \ud1b5\ud574 \ud14d\uc2a4\ud2b8\uc640 \ube44\uc804 \ud1a0\ud070\uc744 \ud558\ub098\uc758 \ud1b5\ud569\ub41c \ubaa8\ub378 \ubc31\ubcf8\uc5d0 \uc790\uc5f0\uc2a4\ub7fd\uac8c \ud1b5\ud569\ud569\ub2c8\ub2e4. \ucd08\uae30 \uc735\ud569\uc740 \uc911\uc694\ud55c \uc9c4\uc804\uc73c\ub85c, \uc774\ub97c \ud1b5\ud574 \ub77c\ubca8\uc774 \uc5c6\ub294 \ub300\ub7c9\uc758 \ud14d\uc2a4\ud2b8, \uc774\ubbf8\uc9c0, \uc601\uc0c1 \ub370\uc774\ud130\ub97c \ud568\uaed8 \uc0ac\uc804 \ud559\uc2b5\ud560 \uc218 \uc788\uac8c \ud574\uc90d\ub2c8\ub2e4. \ub610\ud55c Meta\ub294 Llama 4\uc758 \ube44\uc804 \uc778\ucf54\ub354\ub3c4 \uac1c\uc120\ud588\uc2b5\ub2c8\ub2e4. \uc774 \uc778\ucf54\ub354\ub294 MetaCLIP\uc744 \uae30\ubc18\uc73c\ub85c \ud558\uc9c0\ub9cc, LLM\uc5d0 \ub354 \uc798 \uc801\uc751\ud560 \uc218 \uc788\ub3c4\ub85d \uace0\uc815\ub41c(frozen) Llama \ubaa8\ub378\uacfc \ud568\uaed8 \ubcc4\ub3c4\ub85c \ud559\uc2b5\ub418\uc5c8\uc2b5\ub2c8\ub2e4. Meta\ub294 MetaP\ub77c\ub294 \uc0c8\ub85c\uc6b4 \ud559\uc2b5 \uae30\ubc95\uc744 \uac1c\ubc1c\ud588\uc2b5\ub2c8\ub2e4. \uc774 \uae30\ubc95\uc740 \uacc4\uce35\ubcc4 \ud559\uc2b5\ub960\uc774\ub098 \ucd08\uae30\ud654 \ucc99\ub3c4 \ub4f1 \uc8fc\uc694 \ubaa8\ub378 \ud558\uc774\ud37c \ud30c\ub77c\ubbf8\ud130(hyper-parameter)\ub97c \uc548\uc815\uc801\uc73c\ub85c \uc124\uc815\ud560 \uc218 \uc788\ub3c4\ub85d \ud574\uc90d\ub2c8\ub2e4.\u00a0 \ub610\ud55c, \uc774\ub807\uac8c \uc124\uc815\ud55c \ud558\uc774\ud37c \ud30c\ub77c\ubbf8\ud130\ub4e4\uc740 \ubc30\uce58 \ud06c\uae30(batch size), \ubaa8\ub378\uc758 \ud3ed\uacfc \uae4a\uc774, \ud559\uc2b5 \ud1a0\ud070 \uc218\uac00 \ub2ec\ub77c\uc838\ub3c4 \uc798 \uc791\ub3d9\ud55c\ub2e4\ub294 \uac83\uc744 \ud655\uc778\ud588\uc2b5\ub2c8\ub2e4. Llama 4\ub294 200\uac1c \uc5b8\uc5b4\ub85c \uc0ac\uc804 \ud559\uc2b5\ub418\uc5c8\uc73c\uba70, \uc774 \uc911 100\uac1c \uc774\uc0c1\uc758 \uc5b8\uc5b4\ub294 \uac01\uac01 10\uc5b5 \uac1c \uc774\uc0c1\uc758 \ud1a0\ud070\uc744 \ud3ec\ud568\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc804\uccb4\uc801\uc73c\ub85c Llama 3\ubcf4\ub2e4 10\ubc30 \uc774\uc0c1 \ub9ce\uc740 \ub2e4\uad6d\uc5b4 \ud1a0\ud070\uc744 \uae30\ubc18\uc73c\ub85c \ud574, \ub354 \ud6a8\uacfc\uc801\uc778 \uc624\ud508\uc18c\uc2a4 \ud30c\uc778\ud29c\ub2dd\uc744 \uac00\ub2a5\ud558\uac8c \ud569\ub2c8\ub2e4. \ucd94\uac00\ub85c, Meta\ub294 FP8 \uc815\ubc00\ub3c4(FP8 precision)\ub97c \uc0ac\uc6a9\ud574 \ud488\uc9c8 \uc800\ud558 \uc5c6\uc774 \ub192\uc740 FLOPs \ud65c\uc6a9\ub960\uc744 \ub2ec\uc131\ud558\uba70 \ubaa8\ub378 \ud559\uc2b5\uc758 \ud6a8\uc728\uc744 \ub192\uc600\uc2b5\ub2c8\ub2e4. FP8\uacfc 32K GPU\ub97c \ud65c\uc6a9\ud574 Llama 4 Behemoth \ubaa8\ub378\uc744 \uc0ac\uc804 \ud559\uc2b5\ud560 \ub54c, \uc800\ud76c\ub294 GPU\ub2f9 390 TFLOPs\uc758 \uc131\ub2a5\uc744 \ub2ec\uc131\ud588\uc2b5\ub2c8\ub2e4. \ud559\uc2b5\uc5d0 \uc0ac\uc6a9\ub41c \uc804\uccb4 \ub370\uc774\ud130 \ubbf9\uc2a4\ub294 30\uc870 \uac1c \uc774\uc0c1\uc758 \ud1a0\ud070\uc73c\ub85c \uad6c\uc131\ub418\uc5b4 \uc788\uc73c\uba70, \uc774\ub294 Llama 3\uc758 \uc0ac\uc804 \ud559\uc2b5 \ub370\uc774\ud130 \uad6c\uc131\ubcf4\ub2e4 \ub450 \ubc30 \uc774\uc0c1 \ub9ce\uc740 \uc591\uc785\ub2c8\ub2e4. \uc774 \ub370\uc774\ud130\uc5d0\ub294 \ub2e4\uc591\ud55c \ud14d\uc2a4\ud2b8, \uc774\ubbf8\uc9c0, \uc601\uc0c1 \ub370\uc774\ud130\uc14b\uc774 \ud3ec\ud568\ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4. Meta\ub294 \ubaa8\ub378\uc758 \ud575\uc2ec \uc5ed\ub7c9\uc744 \ub354\uc6b1 \uac15\ud654\ud558\uae30 \uc704\ud574 \u201c\uc911\uac04 \ud559\uc2b5(mid-training)\u201d\uc774\ub77c \ubd80\ub974\ub294 \ub2e8\uacc4\ub97c \ub3c4\uc785\ud588\uc2b5\ub2c8\ub2e4. \uc774 \ub2e8\uacc4\uc5d0\uc11c\ub294 \uae34 \ubb38\ub9e5 \ucc98\ub9ac\ub97c \uc704\ud55c \ud2b9\uc218 \ub370\uc774\ud130\uc14b\uc744 \ud65c\uc6a9\ud55c \uc0c8\ub85c\uc6b4 \ud559\uc2b5 \ub808\uc2dc\ud53c\ub97c \uc801\uc6a9\ud588\uc2b5\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \ubaa8\ub378\uc758 \uc804\ubc18\uc801\uc778 \ud488\uc9c8\uc744 \ub192\uc774\ub294 \ub3d9\uc2dc\uc5d0, Llama 4 Scout\uac00 \uc5c5\uacc4 \ucd5c\uace0 \uc218\uc900\uc778 1,000\ub9cc \ud1a0\ud070\uc758 \uc785\ub825 \ucee8\ud14d\uc2a4\ud2b8 \uae38\uc774\ub97c \uc9c0\uc6d0\ud560 \uc218 \uc788\ub3c4\ub85d \ub9cc\ub4e4 \uc218 \uc788\uc5c8\uc2b5\ub2c8\ub2e4. \uc2e0\uaddc \ubaa8\ub378\uc5d0 \ub300\ud55c \uc0ac\ud6c4 \ud559\uc2b5 \uc774\ubc88\uc5d0 \uacf5\uac1c\ub41c \ucd5c\uc2e0 \ubaa8\ub378\ub4e4\uc740 \ub2e4\uc591\ud55c \ud65c\uc6a9 \uc0ac\ub840\uc640 \uac1c\ubc1c\uc790\uc758 \uc694\uad6c\ub97c \ucda9\uc871\ud560 \uc218 \uc788\ub3c4\ub85d, \uc791\uc740 \ubaa8\ub378\ubd80\ud130 \ub300\ud615 \ubaa8\ub378\uae4c\uc9c0 \ud3ed\ub113\uc740 \uc635\uc158\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. Llama 4 Maverick\uc740 \uc774\ubbf8\uc9c0\uc640 \ud14d\uc2a4\ud2b8 \uc774\ud574\uc5d0\uc11c \uc5c5\uacc4 \ucd5c\uace0 \uc218\uc900\uc758 \uc131\ub2a5\uc744 \uc81c\uacf5\ud558\uba70, \uc5b8\uc5b4 \uc7a5\ubcbd\uc744 \ub118\uc5b4\uc11c\ub294 \uc815\uad50\ud55c AI \uc560\ud50c\ub9ac\ucf00\uc774\uc158 \uac1c\ubc1c\uc744 \uac00\ub2a5\ud558\uac8c \ud569\ub2c8\ub2e4. \uc774 \ubaa8\ub378\uc740 \ubc94\uc6a9 \uc5b4\uc2dc\uc2a4\ud134\ud2b8\uc640 \ucc57\ubd07 \ud65c\uc6a9 \uc0ac\ub840\uc5d0\uc11c \ud575\uc2ec \uc5ed\ud560\uc744 \uc218\ud589\ud560 \uc218 \uc788\ub294 \uc8fc\ub825 \ubaa8\ub378\ub85c, \uc815\ubc00\ud55c \uc774\ubbf8\uc9c0 \uc774\ud574\uc640 \ucc3d\uc758\uc801\uc778 \uae00\uc4f0\uae30 \uc791\uc5c5\uc5d0\ub3c4 \ud0c1\uc6d4\ud55c \uc131\ub2a5\uc744 \ubc1c\ud718\ud569\ub2c8\ub2e4. Llama 4 Maverick \ubaa8\ub378\uc758 \uc0ac\ud6c4 \ud559\uc2b5 \ub2e8\uacc4\uc5d0\uc11c \uac00\uc7a5 \uc5b4\ub824\uc6e0\ub358 \uc810\uc740 \ub2e4\uc591\ud55c \uc785\ub825 \ubaa8\ub2ec\ub9ac\ud2f0(input modalities)\uc640 \ucd94\ub860 \ub2a5\ub825 \ubc0f \ub300\ud654 \ub2a5\ub825\uc758 \uade0\ud615\uc744 \ub9de\ucd94\ub294 \uac83\uc774\uc5c8\uc2b5\ub2c8\ub2e4. \uc774\ub97c \uc704\ud574 \uc800\ud76c\ub294 \uac1c\ubcc4 \ubaa8\ub2ec\ub9ac\ud2f0 \uc804\ubb38\uac00 \ubaa8\ub378\uc5d0 \ube44\ud574 \uc131\ub2a5\uc744 \uc190\ud574 \ubcf4\uc9c0 \uc54a\uc73c\uba74\uc11c \uc774\ub4e4\uc744 \ud1b5\ud569\ud558\uae30 \uc704\ud574 \uc815\uad50\ud558\uac8c \uad6c\uc131\ub41c \uad50\uc721 \ucee4\ub9ac\ud058\ub7fc \uc804\ub7b5\uc744 \uac1c\ubc1c\ud588\uc2b5\ub2c8\ub2e4. Llama 4\uc758 \uc0ac\ud6c4 \ud559\uc2b5 \ud30c\uc774\ud504\ub77c\uc778\uc740 \uae30\uc874\uacfc \ub2e4\ub978 \ubc29\uc2dd\uc73c\ub85c \uad6c\uc131\ub418\uc5b4 \uc788\uc73c\uba70, \uacbd\ub7c9\ud654\ub41c \uac10\ub3c5 \ubbf8\uc138\uc870\uc815(supervised fine-tuning, SFT) \u2192 \uc628\ub77c\uc778 \uac15\ud654 \ud559\uc2b5(reinforcement learning, RL) \u2192 \uacbd\ub7c9\ud654\ub41c \uc9c1\uc811 \uc120\ud638 \ucd5c\uc801\ud654(direct preference optimization, DPO)\uc758 \ub2e8\uacc4\ub85c \uc774\ub8e8\uc5b4\uc9d1\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc5d0\uc11c \uc5bb\uc740 \uc911\uc694\ud55c \uc778\uc0ac\uc774\ud2b8 \uc911 \ud558\ub098\ub294, SFT\uc640 DPO\uac00 \ubaa8\ub378\uc758 \ud0d0\uc0c9 \ub2a5\ub825\uc744 \uacfc\ub3c4\ud558\uac8c \uc81c\uc57d\ud574, \ud2b9\ud788 \ucd94\ub860, \ucf54\ub529, \uc218\ud559 \uc601\uc5ed\uc5d0\uc11c \uc815\ud655\ub3c4\uac00 \ub5a8\uc5b4\uc9c8 \uc218 \uc788\ub2e4\ub294 \uc810\uc774\uc5c8\uc2b5\ub2c8\ub2e4. \uc774\ub97c \ud574\uacb0\ud558\uae30 \uc704\ud574, \uc800\ud76c\ub294 Llama \ubaa8\ub378\uc744 \ud3c9\uac00\uc790\ub85c \ud65c\uc6a9\ud574, \uc26c\uc6b4 \ub370\uc774\ud130\ub85c \ubd84\ub958\ub41c \ub370\uc774\ud130\uc758 50% \uc774\uc0c1\uc744 \uc81c\uac70\ud558\uace0, \ub098\uba38\uc9c0 \ub354 \uc5b4\ub824\uc6b4 \ub370\uc774\ud130\ub9cc\uc744 \ub300\uc0c1\uc73c\ub85c SFT\ub97c \uc218\ud589\ud588\uc2b5\ub2c8\ub2e4. \uc774\ud6c4 \uba40\ud2f0\ubaa8\ub2ec \uc628\ub77c\uc778 \uac15\ud654 \ud559\uc2b5(RL) \ub2e8\uacc4\uc5d0\uc11c\ub294 \uc5b4\ub824\uc6b4 \ud504\ub86c\ud504\ud2b8\ub97c \uc120\ubcc4\ud568\uc73c\ub85c\uc368 \uc131\ub2a5\uc744 \ube44\uc57d\uc801\uc73c\ub85c \ud5a5\uc0c1\uc2dc\ud0ac \uc218 \uc788\uc5c8\uc2b5\ub2c8\ub2e4. \ub610\ud55c, \uc9c0\uc18d\uc801\uc778 \uc628\ub77c\uc778 \uac15\ud654 \ud559\uc2b5 \uc804\ub7b5\uc744 \ub3c4\uc785\ud588\uc2b5\ub2c8\ub2e4. \uc774 \uc804\ub7b5\uc740 \ubaa8\ub378\uc744 \ud559\uc2b5\uc2dc\ud0a4\ub294 \ub2e8\uacc4\uc640, \ud559\uc2b5\ub41c \ubaa8\ub378\uc744 \ud65c\uc6a9\ud574 \uc911\uac04\uc5d0\uc11c \uace0\ub09c\ub3c4 \uc218\uc900\uc758 \ud504\ub86c\ud504\ud2b8\ub9cc\uc744 \uc9c0\uc18d\uc801\uc73c\ub85c \ud544\ud130\ub9c1 \ubc0f \uc720\uc9c0\ud558\ub294 \ub2e8\uacc4\ub97c \ubc88\uac08\uc544 \uc218\ud589\ud558\ub294 \ubc29\uc2dd\uc785\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc811\uadfc\uc740 \ucef4\ud4e8\ud305 \uc790\uc6d0\uacfc \uc815\ud655\ub3c4 \uac04\uc758 \uade0\ud615 \uce21\uba74\uc5d0\uc11c \ub9e4\uc6b0 \ud6a8\uacfc\uc801\uc784\uc744 \uc785\uc99d\ud558\uc600\uc2b5\ub2c8\ub2e4. \uc774\ud6c4\uc5d0\ub294 \ubaa8\ub378 \uc751\ub2f5 \ud488\uc9c8\uacfc \uad00\ub828\ub41c \uadf9\ub2e8\uc801\uc778 \uc0ac\ub840\ub4e4(corner cases)\uc744 \ub2e4\ub8e8\uae30 \uc704\ud574 \uacbd\ub7c9\ud654\ub41c DPO \uc808\ucc28\ub97c \uc801\uc6a9\ud588\uc2b5\ub2c8\ub2e4. \uadf8 \uacb0\uacfc, \ubaa8\ub378\uc758 \uc9c0\ub2a5\uacfc \ub300\ud654 \ub2a5\ub825 \uc0ac\uc774\uc5d0\uc11c \uade0\ud615 \uc7a1\ud78c \uc131\ub2a5\uc744 \uc774\ub04c\uc5b4\ub0bc \uc218 \uc788\uc5c8\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ud30c\uc774\ud504\ub77c\uc778 \uad6c\uc870\uc640 \uc801\uc751\ud615 \ub370\uc774\ud130 \ud544\ud130\ub9c1\uc744 \uc801\uc6a9\ud55c \uc9c0\uc18d\uc801\uc778 \uc628\ub77c\uc778 \uac15\ud654 \ud559\uc2b5 \uc804\ub7b5\uc740 \ucd5c\uc885\uc801\uc73c\ub85c \uc5c5\uacc4 \ucd5c\uace0 \uc218\uc900\uc758 \uc9c0\ub2a5\uacfc \uc774\ubbf8\uc9c0 \uc774\ud574 \ub2a5\ub825\uc744 \uac16\ucd98 \ubc94\uc6a9 \ucc57 \ubaa8\ub378\uc744 \uc644\uc131\ud558\ub294\ub370 \uae30\uc5ec\ud588\uc2b5\ub2c8\ub2e4. \ubc94\uc6a9 LLM\uc778 Llama 4 Maverick\uc740 170\uc5b5 \uac1c\uc758 \ud65c\uc131 \ub9e4\uac1c\ubcc0\uc218, 128\uac1c\uc758 \uc804\ubb38\uac00, \ucd1d\u00a0 4,000\uc5b5 \uac1c\uc758 \ub9e4\uac1c\ubcc0\uc218\ub85c \uad6c\uc131\ub418\uba70, Llama 3.3 70B \ubaa8\ub378 \ub300\ube44 \ub354 \ub0ae\uc740 \ube44\uc6a9\uc73c\ub85c \ub354 \ub192\uc740 \ud488\uc9c8\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \ub610\ud55c, \ucf54\ub529, \ucd94\ub860, \ub2e4\uad6d\uc5b4, \uc7a5\ubb38 \ucee8\ud14d\uc2a4\ud2b8, \uc774\ubbf8\uc9c0 \ubca4\uce58\ub9c8\ud06c\uc5d0\uc11c GPT-4o, Gemini 2.0 \ub4f1 \ube44\uad50\ud560 \ub9cc\ud55c \uc8fc\uc694 \ubaa8\ub378\ub4e4\uc744 \ub6f0\uc5b4\ub118\ub294 \uc131\ub2a5\uc744 \ubcf4\uc5ec\uc8fc\ub294 \ub3d9\uae09 \ucd5c\uace0 \uc218\uc900\uc758 \uba40\ud2f0\ubaa8\ub2ec \ubaa8\ub378\uc774\uba70, \ucf54\ub529\uacfc \ucd94\ub860 \uc601\uc5ed\uc5d0\uc11c\ub294 \ud6e8\uc52c \ud070 \uaddc\ubaa8\uc758 DeepSeek v3.1\uacfc \ube44\uad50\ud574\ub3c4 \uacbd\uc7c1\ub825 \uc788\ub294 \uc131\ub2a5\uc744 \uc790\ub791\ud569\ub2c8\ub2e4. \ud55c\ud3b8, \ube44\uad50\uc801 \uc791\uace0 \uac00\ubcbc\uc6b4 \ubc94\uc6a9 \ubaa8\ub378\uc778 Llama 4 Scout\ub294 170\uc5b5 \uac1c\uc758 \ud65c\uc131 \ub9e4\uac1c\ubcc0\uc218, 16\uac1c\uc758 \uc804\ubb38\uac00, \ucd1d 1\uc5b5 900\ub9cc \uac1c\uc758 \ub9e4\uac1c\ubcc0\uc218\ub85c \uad6c\uc131\ub410\uc73c\uba70 \ub3d9\uae09 \ucd5c\uace0 \uc218\uc900\uc758 \uc131\ub2a5\uc744 \uc790\ub791\ud569\ub2c8\ub2e4. Llama 3\uac00 128K \ud1a0\ud070\uc744 \uc9c0\uc6d0\ud588\ub358 \uac83\uc5d0 \ube44\ud574, Llama 4 Scout\ub294 \ucee8\ud14d\uc2a4\ud2b8 \uae38\uc774\ub97c \ub300\ud3ed \ud655\ub300\ud574, \uc5c5\uacc4 \ucd5c\uace0 \uc218\uc900\uc778 1,000\ub9cc \ud1a0\ud070\uc758 \ucee8\ud14d\uc2a4\ud2b8 \uae38\uc774\ub97c \ucc98\ub9ac\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub355\ubd84\uc5d0 \ub2e4\uc911 \ubb38\uc11c \uc694\uc57d, \uac1c\uc778\ud654\ub97c \uc704\ud55c \uad11\ubc94\uc704\ud55c \uc0ac\uc6a9\uc790 \ud65c\ub3d9 \ubd84\uc11d, \ub300\uaddc\ubaa8 \ucf54\ub4dc \ubca0\uc774\uc2a4\uc5d0 \ub300\ud55c \ucd94\ub860 \ub4f1 \ub2e4\uc591\ud55c \uc791\uc5c5\uc758 \uac00\ub2a5\uc131\uc774 \uc5f4\ub838\uc2b5\ub2c8\ub2e4. Llama 4 Scout\ub294 256K \ud1a0\ud070\uc758 \ucee8\ud14d\uc2a4\ud2b8 \uae38\uc774\ub85c \uc0ac\uc804 \ud559\uc2b5\uacfc \uc0ac\ud6c4 \ud559\uc2b5\uc744 \ubaa8\ub450 \uc218\ud589\ud588\uc73c\uba70, \uc774\ub97c \ud1b5\ud574 \uae30\ubcf8 \ubaa8\ub378\uc774 \ub9e4\uc6b0 \ub192\uc740 \uc218\uc900\uc758 \ubb38\ub9e5 \uae38\uc774 \uc77c\ubc18\ud654(length generalization) \ub2a5\ub825\uc744 \uac16\ucd94\uac8c \ub418\uc5c8\uc2b5\ub2c8\ub2e4. \uc800\ud76c\ub294 \uc7a5\ubb38\uc5d0\uc11c \uc911\uc694\ud55c \uc815\ubcf4\ub97c \ucc3e\uc544\ub0b4\ub294 \u201c\uac74\ucd08 \ub354\ubbf8 \uc18d \ubc14\ub298 \ucc3e\uae30(Retrieval needle in haystack)\u201d \uc640 \uac19\uc740 \ud14d\uc2a4\ud2b8 \uae30\ubc18\uc758 \uac80\uc0c9 \uad00\ub828 \uacfc\uc81c\ub098, 1,000\ub9cc \ud1a0\ud070 \ubd84\ub7c9\uc758 \ucf54\ub4dc\uc5d0 \ub300\ud55c \ub204\uc801 \uc74c\uc758 \ub85c\uadf8\uc6b0\ub3c4(negative log-likelihoods, NLLs) \uacc4\uc0b0\uacfc \uac19\uc740 \uacfc\uc81c\uc5d0\uc11c Llama 4 Scout\uac00 \uc778\uc0c1\uc801\uc778 \uacb0\uacfc\ub97c \ubcf4\uc5ec\uc900 \uac83\uc744 \ud655\uc778\ud588\uc2b5\ub2c8\ub2e4. Llama 4 \uc544\ud0a4\ud14d\ucc98\uc758 \ud575\uc2ec \ud601\uc2e0 \uc911 \ud558\ub098\ub294 \uc704\uce58 \uc784\ubca0\ub529(Position Embedding)\uc744 \uc0ac\uc6a9\ud558\uc9c0 \uc54a\uace0 \uad50\ucc28 \ubc30\uce58\ub41c attention \uacc4\uce35(interleaved attention layers)\uc744 \uc801\uc6a9\ud55c \uc810\uc785\ub2c8\ub2e4. \ub610\ud55c \ucd94\ub860 \ub2e8\uacc4\uc5d0\uc11c attention\uc758 \uc628\ub3c4\ub97c \uc870\uc815\ud558\ub294 \ubc29\uc2dd(temperature scaling)\uc744 \uc801\uc6a9\ud574 \ubb38\ub9e5 \uae38\uc774 \uc77c\ubc18\ud654 \uc131\ub2a5\uc744 \ud5a5\uc0c1\uc2dc\ucf30\uc2b5\ub2c8\ub2e4. Meta\ub294 \uc774\ub7ec\ud55c \uad6c\uc870\ub97c iRoPE \uc544\ud0a4\ud14d\ucc98\ub77c\uace0 \ubd80\ub985\ub2c8\ub2e4. \uc5ec\uae30\uc11c \u201ci\u201d\ub294 interleaved attention layers, \uc989 \uad50\ucc28 \ubc30\uce58\ub41c attention \uacc4\uce35\uc744 \uc758\ubbf8\ud558\uba70 \uc774\ub294 \uc0ac\uc2e4\uc0c1 \ubb34\ud55c\uc5d0 \uac00\uae4c\uc6b4 \ubb38\ub9e5 \uae38\uc774\ub97c \uc9c0\uc6d0\ud558\uaca0\ub2e4\ub294 \uc7a5\uae30\uc801\uc778 \ubaa9\ud45c\ub97c \ubc18\uc601\ud569\ub2c8\ub2e4. \u201cRoPE\u201d\ub294 \ub300\ubd80\ubd84\uc758 \uacc4\uce35\uc5d0\uc11c \uc0ac\uc6a9\ub41c \ud68c\uc804 \uc704\uce58 \uc784\ubca0\ub529(rotary position embeddings)\uc744 \ub73b\ud569\ub2c8\ub2e4. Meta\ub294 \ub450 \ubaa8\ub378 \ubaa8\ub450 \ub2e4\uc591\ud55c \uc774\ubbf8\uc9c0 \ubc0f \uc601\uc0c1 \ud504\ub808\uc784 \uc2a4\ud2f8\ucef7(\uc815\uc9c0 \uc0f7)\uc73c\ub85c \ud559\uc2b5\uc2dc\ucf1c, \uc2dc\uac04 \ud750\ub984\uc774 \uc788\ub294 \ud65c\ub3d9\uc774\ub098 \uc5f0\uad00\ub41c \uc774\ubbf8\uc9c0\uc5d0 \ub300\ud55c \uc774\ud574\ub97c \ud3ec\ud568\ud55c \ud3ed\ub113\uc740 \uc2dc\uac01\uc801 \uc774\ud574 \ub2a5\ub825\uc744 \uac16\ucd94\ub3c4\ub85d \ud588\uc2b5\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \ud14d\uc2a4\ud2b8 \ud504\ub86c\ud504\ud2b8\uc640 \ud568\uaed8 \uc5ec\ub7ec \uc774\ubbf8\uc9c0\ub97c \uc785\ub825\ubc1b\uc544 \uc2dc\uac01\uc801 \ucd94\ub860\uacfc \uc774\ud574 \uacfc\uc81c\ub97c \uc790\uc5f0\uc2a4\ub7fd\uace0 \uc190\uc27d\uac8c \uc218\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ubaa8\ub378\uc740 \ucd5c\ub300 48\uc7a5\uc758 \uc774\ubbf8\uc9c0\ub85c \uc0ac\uc804 \ud559\uc2b5\ub418\uc5c8\uc73c\uba70, \uc0ac\ud6c4 \ud559\uc2b5\uc5d0\uc11c\ub294 \ucd5c\ub300 8\uc7a5\uc758 \uc774\ubbf8\uc9c0 \uc785\ub825\uc5d0 \ub300\ud574 \uc6b0\uc218\ud55c \uc131\ub2a5\uc744 \ubcf4\uc5ec\uc8fc\uc5c8\uc2b5\ub2c8\ub2e4. \ub610\ud55c Llama 4 Scout\ub294 \uc774\ubbf8\uc9c0 \uadf8\ub77c\uc6b4\ub529(image grounding) \ubd84\uc57c\uc5d0\uc11c\ub3c4 \ub3d9\uae09 \ucd5c\uace0 \uc218\uc900\uc758 \uc131\ub2a5\uc744 \uc790\ub791\ud569\ub2c8\ub2e4. \uc0ac\uc6a9\uc790\uc758 \ud504\ub86c\ud504\ud2b8\ub97c \uad00\ub828\ub41c \uc2dc\uac01\uc801 \uac1c\ub150\uacfc \uc815\ubc00\ud558\uac8c \uc5f0\uacb0\ud558\uace0, \ubaa8\ub378\uc758 \uc751\ub2f5\uc744 \uc774\ubbf8\uc9c0 \ub0b4 \ud2b9\uc815 \uc601\uc5ed\uc5d0 \uace0\uc815\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 LLM\uc774 \uc0ac\uc6a9\uc790 \uc758\ub3c4\ub97c \ub354 \uc815\ud655\ud788 \uc774\ud574\ud558\uace0, \uad00\uc2ec \uac1d\uccb4\ub97c \uc774\ubbf8\uc9c0\uc5d0\uc11c \uc815\ud655\ud788 \ucc3e\uc544\ub0b4\ub294 \uc2dc\uac01\uc801 \uc9c8\ubb38 \uc751\ub2f5(visual question answering)\uc774 \uac00\ub2a5\ud574\uc9d1\ub2c8\ub2e4. \ub610\ud55c Llama 4 Scout\ub294 \ucf54\ub529, \ucd94\ub860, \uc7a5\ubb38 \ucee8\ud14d\uc2a4\ud2b8, \uc774\ubbf8\uc9c0 \ubca4\uce58\ub9c8\ud06c \ubd84\uc57c\uc5d0\uc11c \uc720\uc0ac \ubaa8\ub378\ub4e4\uc744 \ub2a5\uac00\ud558\uba70, \uc774\uc804\uc758 \ubaa8\ub4e0 Llama \ubaa8\ub378\ubcf4\ub2e4 \ub354 \uac15\ub825\ud55c \uc131\ub2a5\uc744 \uc790\ub791\ud569\ub2c8\ub2e4. \uc774 \uc0c8\ub85c\uc6b4 \ubaa8\ub378\ub4e4\uc740 \ubbf8\ub798\uc758 \uc0c8\ub85c\uc6b4 \uc0c1\ud638 \uc791\uc6a9 \ubc29\uc2dd\uc744 \uac00\ub2a5\ud558\uac8c \ud560 \ud575\uc2ec \uae30\ubc18 \uc694\uc18c\uc785\ub2c8\ub2e4. \uc624\ud508 \uc18c\uc2a4\uc5d0 \ub300\ud55c Meta\uc758 \uc57d\uc18d\uc5d0 \ub530\ub77c, Llama 4 Maverick\uacfc Llama 4 Scout\ub294 llama.com\uacfc Hugging Face\uc5d0\uc11c \ub204\uad6c\ub098 \ub2e4\uc6b4\ub85c\ub4dc\ud560 \uc218 \uc788\ub3c4\ub85d \uacf5\uac1c\ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4. \ub610\ud55c, \uc774 \ubaa8\ub378\ub4e4\uc740 \uc870\ub9cc\uac04 \uac00\uc7a5 \ub110\ub9ac \uc0ac\uc6a9\ub418\ub294 \uc8fc\uc694 \ud074\ub77c\uc6b0\ub4dc \ubc0f \ub370\uc774\ud130 \ud50c\ub7ab\ud3fc, \uc5e3\uc9c0 \uc2e4\ub9ac\ucf58, \uae00\ub85c\ubc8c \uc11c\ube44\uc2a4 \ud1b5\ud569 \uc5c5\uccb4\ub97c \ud1b5\ud574\uc11c\ub3c4 \uc81c\uacf5\ub420 \uc608\uc815\uc785\ub2c8\ub2e4. Llama\uc758 \uc2a4\ucf00\uc77c \ud655\uc7a5: 2\uc870 \ub9e4\uac1c\ubcc0\uc218\uc758 Behemoth \uc800\ud76c\ub294 Llama 4 Behemoth\uc758 \ud504\ub9ac\ubdf0\ub97c \uacf5\uc720\ud560 \uc218 \uc788\uac8c \ub418\uc5b4 \uae30\uc069\ub2c8\ub2e4. \uc774 \ubaa8\ub378\uc740 \ub3d9\uae09 \ubaa8\ub378 \uc911\uc5d0\uc11c\ub3c4 \uac00\uc7a5 \ub6f0\uc5b4\ub09c \uc9c0\ub2a5\uc744 \ubcf4\uc5ec\uc8fc\ub294 \uad50\uc0ac \ubaa8\ub378(teacher model)\uc785\ub2c8\ub2e4. Llama 4 Behemoth\ub294 \uba40\ud2f0\ubaa8\ub2ec \uc804\ubb38\uac00 \ud63c\ud569(MoE) \uc544\ud0a4\ud14d\ucc98\ub97c \uae30\ubc18\uc73c\ub85c \ud558\uba70, 2,880\uc5b5 \uac1c\uc758 \ud65c\uc131 \ub9e4\uac1c\ubcc0\uc218, 16\uac1c\uc758 \uc804\ubb38\uac00, \ucd1d 2\uc870 \uac1c\uc5d0 \uac00\uae4c\uc6b4 \ub9e4\uac1c\ubcc0\uc218\ub97c \uac16\ucd94\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc218\ud559, \ub2e4\uad6d\uc5b4, \uc774\ubbf8\uc9c0 \ubca4\uce58\ub9c8\ud06c\uc5d0\uc11c \ube44\ucd94\ub860(non-reasoning) \ubaa8\ub378 \uc911 \ucd5c\uace0 \uc218\uc900\uc758 \uc131\ub2a5\uc744 \uc81c\uacf5\ud558\uba70, \ub354 \uc791\uc740 Llama 4 \ubaa8\ub378\ub4e4\uc744 \ud559\uc2b5\uc2dc\ud0a4\uae30\uc5d0 \uc774\uc0c1\uc801\uc778 \uad50\uc0ac \ubaa8\ub378\uc774\uc5c8\uc2b5\ub2c8\ub2e4.\u00a0 \uc800\ud76c\ub294 Llama 4 Maverick \ubaa8\ub378\uc744 Llama 4 Behemoth\ub97c \uad50\uc0ac\ub85c \uc0bc\uc544 \uacf5\ub3d9 \uc99d\ub958(codistilled)\ud588\uc73c\uba70, \uadf8 \uacb0\uacfc \uc5ec\ub7ec \ucd5c\uc885 \uacfc\uc81c \ud3c9\uac00 \uc9c0\ud45c\uc5d0\uc11c \ud604\uc800\ud55c \ud488\uc9c8 \uac1c\uc120\uc744 \uc774\ub04c\uc5b4\ub0c8\uc2b5\ub2c8\ub2e4. \uadf8\ub9ac\uace0 \ud559\uc2b5 \uacfc\uc815\uc5d0\uc11c \uc18c\ud504\ud2b8 \ud0c0\uae43\uacfc \ud558\ub4dc \ud0c0\uae43\uc758 \uac00\uc911\uce58\ub97c \ub3d9\uc801\uc73c\ub85c \uc870\uc808\ud558\ub294 \uc0c8\ub85c\uc6b4 \uc99d\ub958 \uc190\uc2e4 \ud568\uc218(distillation loss function)\ub97c \uac1c\ubc1c\ud588\uc2b5\ub2c8\ub2e4. \uc0ac\uc804 \ud559\uc2b5 \ub2e8\uacc4\uc5d0\uc11c Llama 4 Behemoth\ub85c\ubd80\ud130\uc758 \uacf5\ub3d9 \uc99d\ub958\ub294 \ud559\uc0dd \ubaa8\ub378 \ud6c8\ub828\uc5d0 \uc0ac\uc6a9\ub418\ub294 \ub300\ubd80\ubd84\uc758 \ud559\uc2b5 \ub370\uc774\ud130\uc5d0 \ub300\ud574 \uc99d\ub958 \ud0c0\uae43\uc744 \uc0dd\uc131\ud558\ub294 \ub370 \ud544\uc694\ud55c \uace0\ube44\uc6a9 \uc815\ubc29\ud5a5 \uc5f0\uc0b0\uc758 \uacc4\uc0b0 \ubd80\ub2f4\uc744 \ud6a8\uacfc\uc801\uc73c\ub85c \ubd84\uc0b0\uc2dc\ucf1c\uc8fc\uc5c8\uc2b5\ub2c8\ub2e4. \ub610\ud55c \ud559\uc0dd \ubaa8\ub378\uc758 \ud6c8\ub828 \uacfc\uc815\uc5d0\uc11c \uc0c8\ub86d\uac8c \ud3ec\ud568\ub41c \ub370\uc774\ud130\uc5d0 \ub300\ud574\uc11c\ub294 Behemoth \ubaa8\ub378\uc744 \ud1b5\ud574 \uc9c1\uc811 \uc815\ubc29\ud5a5 \uc5f0\uc0b0\uc744 \uc218\ud589\ud574 \uc99d\ub958 \ud0c0\uae43\uc744 \uc0dd\uc131\ud588\uc2b5\ub2c8\ub2e4. 2\uc870 \uac1c\uc758 \ub9e4\uac1c\ubcc0\uc218\ub97c \uac00\uc9c4 \ubaa8\ub378\uc758 \uc0ac\ud6c4 \ud559\uc2b5 \ub610\ud55c \uc0c1\ub2f9\ud55c \ub3c4\uc804\uc774\uc5c8\uc73c\uba70, \uc774\ub97c \uc704\ud574\u00a0 \ub370\uc774\ud130 \uaddc\ubaa8\ubd80\ud130 \uc804\uccb4 \ud559\uc2b5 \ub808\uc2dc\ud53c\ub97c \uc644\uc804\ud788 \uc7ac\uad6c\uc131\ud558\uace0 \uac1c\ud3b8\ud574\uc57c \ud588\uc2b5\ub2c8\ub2e4. \ucd5c\ub300 \uc131\ub2a5\uc744 \uc774\ub04c\uc5b4\ub0b4\uae30 \uc704\ud574, \uc18c\ud615 \ubaa8\ub378\uc5d0\uc11c\ub294 50%\ub9cc \uc904\uc600\ub358 SFT \ub370\uc774\ud130\ub97c \uc774 \ubaa8\ub378\uc5d0\uc11c\ub294 \ubb34\ub824 95%\uae4c\uc9c0 \uc120\ubcc4\ud574 \uc904\uc5ec \ud488\uc9c8\uacfc \ud6a8\uc728\uc131\uc5d0 \uc9d1\uc911\ud560 \uc218 \uc788\ub3c4\ub85d \ud588\uc2b5\ub2c8\ub2e4. \ub610\ud55c, \uacbd\ub7c9\ud654\ub41c SFT \uc218\ud589 \uc774\ud6c4 \ub300\uaddc\ubaa8 \uac15\ud654 \ud559\uc2b5\uc744 \uc801\uc6a9\ud558\ub294 \ubc29\uc2dd\uc774 \ubaa8\ub378\uc758 \ucd94\ub860 \ubc0f \ucf54\ub529 \ub2a5\ub825\uc744 \ub354\uc6b1 \ud06c\uac8c \ud5a5\uc0c1\uc2dc\ud0a8\ub2e4\ub294 \uc810\ub3c4 \ubc1c\uacac\ud588\uc2b5\ub2c8\ub2e4. \uac15\ud654 \ud559\uc2b5 \ub808\uc2dc\ud53c\ub294 \uc815\ucc45 \ubaa8\ub378(policy model)\uc744 \ud65c\uc6a9\ud574 pass@k \ubd84\uc11d\uc744 \uc218\ud589\ud558\uace0, \uc810\uc810 \ub354 \ub09c\uc774\ub3c4 \ub192\uc740 \ud504\ub86c\ud504\ud2b8\ub85c \uad6c\uc131\ub41c \ud559\uc2b5 \ucee4\ub9ac\ud058\ub7fc\uc744 \uc124\uacc4\ud574 \uc5b4\ub824\uc6b4 \ud504\ub86c\ud504\ud2b8\ub97c \uc0d8\ud50c\ub9c1\ud558\ub294 \ub370 \ucd08\uc810\uc744 \ub9de\ucdc4\uc2b5\ub2c8\ub2e4. \ub610\ud55c, \ud559\uc2b5 \uc911 \uc131\ub2a5 \ud5a5\uc0c1\uc5d0 \uae30\uc5ec\ud558\uc9c0 \uc54a\ub294 \ud504\ub86c\ud504\ud2b8(zero advantage prompts)\ub97c \ub3d9\uc801\uc73c\ub85c \uac78\ub7ec\ub0b4\uace0, \ub2e4\uc591\ud55c \ub2a5\ub825 \uc601\uc5ed\uc758 \ud504\ub86c\ud504\ud2b8\ub97c \ud63c\ud569\ud574 \ud559\uc2b5 \ubc30\uce58(batch)\ub97c \uad6c\uc131\ud558\ub294 \ubc29\uc2dd\uc774 \uc218\ud559, \ucd94\ub860, \ucf54\ub529 \uc131\ub2a5 \ud5a5\uc0c1\uc5d0 \ud575\uc2ec\uc801\uc778 \uc5ed\ud560\uc744 \ud588\ub2e4\ub294 \uac83\uc744 \ubc1c\uacac\ud588\uc2b5\ub2c8\ub2e4.\u00a0 \ub9c8\uc9c0\ub9c9\uc73c\ub85c, \ub2e4\uc591\ud55c \uc2dc\uc2a4\ud15c \uba85\ub839\uc5b4(system instructions)\ub97c \uc0d8\ud50c\ub9c1\ud558\ub294 \uac83\ub3c4 \ub9e4\uc6b0 \uc911\uc694\ud588\uc2b5\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \ubaa8\ub378\uc774 \ucd94\ub860 \ubc0f \ucf54\ub529 \uad00\ub828 \uacfc\uc81c\uc5d0\uc11c \uba85\ub839\uc5b4\ub97c \ub530\ub974\ub294 \ub2a5\ub825\uc744 \uc720\uc9c0\ud558\uba70, \ub2e4\uc591\ud55c \uc791\uc5c5\uc5d0\uc11c\ub3c4 \uc6b0\uc218\ud55c \uc131\ub2a5\uc744 \ub0bc \uc218 \uc788\ub3c4\ub85d \ub9cc\ub4e4 \uc218 \uc788\uc5c8\uc2b5\ub2c8\ub2e4. \ub9e4\uac1c\ubcc0\uc218\uac00 2\uc870 \uac1c\uc5d0 \ub2ec\ud558\ub294 \ubaa8\ub378\uc5d0 \ub300\ud55c \uac15\ud654 \ud559\uc2b5\uc744 \ud655\uc7a5\ud558\uae30 \uc704\ud574\uc11c\ub294 \uae30\uc874\uc758 \uac15\ud654 \ud559\uc2b5 \uc778\ud504\ub77c\ub97c \uc804\uba74\uc801\uc73c\ub85c \uac1c\ud3b8\ud574\uc57c \ud588\uc2b5\ub2c8\ub2e4. \uc800\ud76c\ub294 \uc18d\ub3c4\ub97c \ub192\uc774\uae30 \uc704\ud574 \uc804\ubb38\uac00 \ud63c\ud569(MoE) \ubcd1\ub82c\ud654 \uad6c\uc870\ub97c \ucd5c\uc801\ud654\ud588\uace0, \uc774\ub97c \ud1b5\ud574 \ubc18\ubcf5 \uc18d\ub3c4\ub97c \ub192\uc77c \uc218 \uc788\uc5c8\uc2b5\ub2c8\ub2e4. \ub610\ud55c \uc644\uc804\ud788 \ube44\ub3d9\uae30\uc801\uc778 \uc628\ub77c\uc778 \uac15\ud654 \ud559\uc2b5 \ud504\ub808\uc784\uc6cc\ud06c\ub97c \uac1c\ubc1c\ud574 \uc720\uc5f0\uc131\uc744 \uadf9\ub300\ud654\ud588\uc2b5\ub2c8\ub2e4. \uae30\uc874\uc758 \ubd84\uc0b0 \ud559\uc2b5 \ud504\ub808\uc784\uc6cc\ud06c\ub294 \ubaa8\ub4e0 \ubaa8\ub378\uc744 \uba54\ubaa8\ub9ac\uc5d0 \uc801\uc7ac\ud558\uba74\uc11c \uc5f0\uc0b0 \uba54\ubaa8\ub9ac\ub97c \ud76c\uc0dd\ud574\uc57c \ud588\ub358 \ubc18\uba74, \uc0c8\ub85c\uc6b4 \uc778\ud504\ub77c\ub294 \ub2e4\uc591\ud55c \ubaa8\ub378\uc744 \uac1c\ubcc4 GPU\uc5d0 \uc720\uc5f0\ud558\uac8c \ubc30\uce58\ud558\uace0, \uc5f0\uc0b0 \uc18d\ub3c4\uc5d0 \ub530\ub77c \ub9ac\uc18c\uc2a4\ub97c \uade0\ud615 \uc788\uac8c \ubd84\ubc30\ud560 \uc218 \uc788\ub3c4\ub85d \uc124\uacc4\ub418\uc5c8\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ud601\uc2e0 \ub355\ubd84\uc5d0 \uc774\uc804 \uc138\ub300 \ub300\ube44 \uc57d 10\ubc30 \ud5a5\uc0c1\ub41c \ud559\uc2b5 \ud6a8\uc728\uc131\uc744 \ub2ec\uc131\ud560 \uc218 \uc788\uc5c8\uc2b5\ub2c8\ub2e4. \uc548\uc804 \ubc0f \ubcf4\ud638 \uc7a5\uce58 Meta\ub294 \uac00\uc7a5 \uc720\uc6a9\ud55c \ubaa8\ub378\uc744 \uac1c\ubc1c\ud558\ub294 \ub3d9\uc2dc\uc5d0 \uc2ec\uac01\ud55c \uc704\ud5d8\uc5d0 \ub300\ube44\ud558\uace0 \uc774\ub97c \uc644\ud654\ud558\ub294 \uac83\uc744 \ubaa9\ud45c\ub85c \ud569\ub2c8\ub2e4. \uc800\ud76c\ub294 Llama 4\ub97c \uac1c\ubc1c\ud560 \ub54c Meta\uc758 \u2018\uac1c\ubc1c\uc790 \ud65c\uc6a9 \uac00\uc774\ub4dc: AI \ubcf4\ud638(Developer Use Guide: AI Protections)\u2019\uc5d0 \uba85\uc2dc\ub41c \ubaa8\ubc94 \uc0ac\ub840\ub97c \ub530\ub790\uc2b5\ub2c8\ub2e4. \uc774\ub294 \uc0ac\uc804 \ud559\uc2b5\ubd80\ud130 \uc0ac\ud6c4 \ud559\uc2b5, \uadf8\ub9ac\uace0 \uc545\uc758\uc801\uc778 \uc0ac\uc6a9\uc790\ub97c \ubc29\uc5b4\ud560 \uc218 \uc788\ub3c4\ub85d \uc870\uc815 \uac00\ub2a5\ud55c \uc2dc\uc2a4\ud15c \uc218\uc900\uc758 \ubcf4\ud638 \uc870\uce58\ub97c \uac01 \uac1c\ubc1c \ub2e8\uacc4\uc5d0 \ud1b5\ud569\ud558\ub294 \ubc29\uc2dd\uc73c\ub85c \uad6c\uc131\ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uac1c\ubc1c\uc790\ub4e4\uc774 \uc720\uc6a9\ud558\uace0 \uc548\uc804\ud558\uba70 \ub2e4\uc591\ud55c \uc0c1\ud669\uc5d0 \uc720\uc5f0\ud558\uac8c \ub300\uc751\ud560 \uc218 \uc788\ub294 Llama \uae30\ubc18 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \uac1c\ubc1c\ud560 \uc218 \uc788\ub3c4\ub85d \uc9c0\uc6d0\ud569\ub2c8\ub2e4. \uc0ac\uc804 \ubc0f \uc0ac\ud6c4 \ud559\uc2b5 \uc644\ud654 \uc870\uce58 Meta\ub294 \uc0ac\uc804 \ud559\uc2b5 \ub2e8\uacc4\uc5d0\uc11c \ubaa8\ub378\uc744 \uc548\uc804\ud558\uac8c \ubcf4\ud638\ud558\uae30 \uc704\ud574 \ub2e4\ub978 \ub370\uc774\ud130 \uc644\ud654 \uae30\ubc95\ub4e4\uacfc \ud568\uaed8 \ub370\uc774\ud130 \ud544\ud130\ub9c1\uc744 \uc0ac\uc6a9\ud569\ub2c8\ub2e4. \uc0ac\ud6c4 \ud559\uc2b5 \ub2e8\uacc4\uc5d0\uc11c\ub294 \ubaa8\ub378\uc774 \uc0ac\uc6a9\uc790\uc640 \uac1c\ubc1c\uc790 \ubaa8\ub450\uc5d0\uac8c \ub3c4\uc6c0\uc774 \ub418\ub294 \uc815\ucc45\uc5d0 \ubd80\ud569\ud558\ub3c4\ub85d \ub2e4\uc591\ud55c \uae30\uc220\uc744 \uc801\uc6a9\ud558\uba70, \uac01 \ub2e8\uacc4\uc5d0\uc11c \uc801\uc808\ud55c \uc218\uc900\uc758 \uc548\uc804 \ub370\uc774\ud130\ub97c \ubc18\uc601\ud569\ub2c8\ub2e4. \uc2dc\uc2a4\ud15c \ucc28\uc6d0\uc758 \uc811\uadfc \ubc29\uc2dd \uc2dc\uc2a4\ud15c \ucc28\uc6d0\uc5d0\uc11c Meta\ub294 \uc7a0\uc7ac\uc801\uc73c\ub85c \uc720\ud574\ud55c \uc785\ub825 \ubc0f \ucd9c\ub825\uc744 \uc2dd\ubcc4\ud558\uace0 \uc774\uc5d0 \ub300\uc751\ud560 \uc218 \uc788\ub3c4\ub85d \uc5ec\ub7ec \uc548\uc804 \uc7a5\uce58\ub97c \uc624\ud508\uc18c\uc2a4\ub85c \uc81c\uacf5\ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ub3c4\uad6c\ub4e4\uc740 Llama \ubaa8\ub378\uc5d0 \ud1b5\ud569\ud558\uac70\ub098, \ub2e4\ub978 \uc11c\ub4dc\ud30c\ud2f0 \ub3c4\uad6c\ub4e4\uacfc \ud568\uaed8 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. Llama Guard: MLCommons\uc640 \ud568\uaed8 \uac1c\ubc1c\ud55c \uc704\ud5d8 \uc694\uc18c \ubd84\ub958 \uccb4\uacc4(hazards taxonomy)\ub97c \uae30\ubc18\uc73c\ub85c \uc124\uacc4\ub41c \uc785\ucd9c\ub825 \uc548\uc804\uc131\uc744 \uc704\ud55c LLM\uc785\ub2c8\ub2e4. \uac1c\ubc1c\uc790\ub4e4\uc740 \uc774\ub97c \ud65c\uc6a9\ud574 \uac01\uc790\uc758 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0 \uc124\uc815\ud55c \uc815\ucc45\uc744 \uc704\ubc18\ud558\ub294 \uc785\ucd9c\ub825\uc774 \uc788\ub294\uc9c0 \uac10\uc9c0\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. Prompt Guard: \ub300\uaddc\ubaa8 \uacf5\uaca9 \ub370\uc774\ud130\uc14b\uc744 \uae30\ubc18\uc73c\ub85c \ud559\uc2b5\ub41c \ubd84\ub958 \ubaa8\ub378\ub85c, \uc545\uc758\uc801\uc778 \ud504\ub86c\ud504\ud2b8(\ud0c8\uc625 \ud504\ub86c\ud504\ud2b8)\ub294 \ubb3c\ub860, \ud504\ub86c\ud504\ud2b8 \uc778\uc81d\uc158 \uacf5\uaca9\uae4c\uc9c0 \ud0d0\uc9c0\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. CyberSecEval: \uc0dd\uc131\ud615 AI\uc758 \uc0ac\uc774\ubc84 \ubcf4\uc548 \uc704\ud5d8\uc744 \uc774\ud574\ud558\uace0 \uc904\uc774\ub294 \ub370 \ub3c4\uc6c0\uc744 \uc8fc\ub294 \ud3c9\uac00 \ub3c4\uad6c\ub85c, AI \ubaa8\ub378 \ubc0f \uc81c\ud488 \uac1c\ubc1c\uc790\ub97c \uc9c0\uc6d0\ud569\ub2c8\ub2e4. \uac1c\ubc1c\uc790\ub4e4\uc740 \uc774\ub7ec\ud55c \ub3c4\uad6c\ub4e4\uc774 \uac01\uc790\uc758 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0 \ub9de\uac8c \uc870\uc815\ud560 \uc218 \uc788\uc744 \ub54c \uac00\uc7a5 \ud6a8\uacfc\uc801\uc774\uace0 \uc720\uc6a9\ud558\ub2e4\uace0 \uc804\ud588\uc2b5\ub2c8\ub2e4. \uc774\uc5d0 \ub530\ub77c, Meta\ub294 \uac1c\ubc1c\uc790\ub4e4\uc774 \uac01\uc790\uc758 \ud544\uc694\uc5d0 \ub530\ub77c \uac00\uc7a5 \uc548\uc804\ud558\uace0 \ud6a8\uacfc\uc801\uc778 \uacbd\ud5d8\uc744 \uad6c\ucd95\ud560 \uc218 \uc788\ub3c4\ub85d \uac1c\ubc29\ud615 \uc194\ub8e8\uc158\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \ub610\ud55c, \uc624\ud508\uc18c\uc2a4 \ucee4\ubba4\ub2c8\ud2f0\uc5d0 \ub3c4\uc6c0\uc774 \ub418\ub294 \uc5c5\uacc4 \uc804\ubc18\uc758 \uc2dc\uc2a4\ud15c \ud45c\uc900\uc744 \ub9cc\ub4e4\uae30 \uc704\ud574 \uc804 \uc138\uacc4\u00a0 \ud30c\ud2b8\ub108\ub4e4\uacfc \ud611\ub825\ud574 \ub098\uac08 \uacc4\ud68d\uc785\ub2c8\ub2e4. \ud3c9\uac00 \ubc0f \ub808\ub4dc\ud300 \ud14c\uc2a4\ud2b8 Meta\ub294 \ub2e4\uc591\ud55c \uc2dc\ub098\ub9ac\uc624\uc640 \ud65c\uc6a9 \uc0ac\ub840 \uc804\ubc18\uc5d0 \uac78\uccd0 \ubaa8\ub378\uc744 \uccb4\uacc4\uc801\uc73c\ub85c \ud14c\uc2a4\ud2b8\ud558\uba70, \uc774\ub97c \ud1b5\uc81c \uac00\ub2a5\ud558\uace0 \ubc18\ubcf5 \uac00\ub2a5\ud55c \ubc29\uc2dd\uc73c\ub85c \uc218\ud589\ud569\ub2c8\ub2e4. \uc774\ub807\uac8c \uc5bb\uc5b4\uc9c4 \ub370\uc774\ud130\ub294 \uc0ac\ud6c4 \ud559\uc2b5\uc5d0 \ubc18\uc601\ub418\uc5b4 \ubaa8\ub378\uc744 \uc9c0\uc18d\uc801\uc73c\ub85c \uac1c\uc120\ud558\ub294 \ub370 \ud65c\uc6a9\ub429\ub2c8\ub2e4. Meta\ub294 \uc790\ub3d9\ud654 \ubc0f \uc218\ub3d9 \ud14c\uc2a4\ud2b8\ub97c \ubcd1\ud589\ud558\uc5ec, \ub2e4\uc591\ud55c \uc8fc\uc81c\uc5d0 \uac78\uccd0 \ubaa8\ub378\uc744 \uc2a4\ud2b8\ub808\uc2a4 \ud14c\uc2a4\ud2b8\ud569\ub2c8\ub2e4. \uc774\ub54c \u2018\uc801\ub300\uc801 \ub3d9\uc801 \ud0d0\uc0c9(adversarial dynamic probing)\u2019 \uae30\ubc95\uc744 \ud65c\uc6a9\ud574 \uc704\ud611\uc801\uc778 \uc0c1\ud669\uc5d0 \ub300\ud55c \ubaa8\ub378\uc758 \ubc18\uc751\uc744 \uc810\uac80\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \ubaa8\ub378\uc758 \uc7a0\uc7ac\uc801 \uc704\ud5d8 \uc694\uc18c\ub97c \ub354 \uc798 \ud30c\uc545\ud558\uace0, \uc815\ubc00\ud558\uac8c \ud3c9\uac00\ud560 \uc218 \uc788\ub294 \uae30\ubc18\uc744 \ub9c8\ub828\ud588\uc2b5\ub2c8\ub2e4. \uadf8 \ub300\ud45c\uc801\uc778 \uc608\uac00 \uc0c8\ub86d\uac8c \uac1c\ubc1c\ud55c \uc0dd\uc131\ud615 \uacf5\uaca9 \uc5d0\uc774\uc804\ud2b8 \ud14c\uc2a4\ud2b8(Generative Offensive Agent Testing, GOAT)\uc785\ub2c8\ub2e4. GOAT\ub294 \uae30\uc874 \ub808\ub4dc\ud300 \ud14c\uc2a4\ud2b8\uc758 \ud55c\uacc4\ub97c \ubcf4\uc644\ud558\uba70, \uc911\uae09 \uc218\uc900\uc758 \uacf5\uaca9\uc790\uac00 \ucc38\uc5ec\ud558\ub294 \ub2e4\uc911 \ud134 \uc0c1\ud638\uc791\uc6a9\uc744 \uc2dc\ubbac\ub808\uc774\uc158\ud568\uc73c\ub85c\uc368 \ud14c\uc2a4\ud2b8 \ubc94\uc704\ub97c \ud655\uc7a5\ud558\uace0 \ucde8\uc57d\uc810\uc744 \uc870\uae30\uc5d0 \uc2dd\ubcc4\ud560 \uc218 \uc788\ub3c4\ub85d \uc9c0\uc6d0\ud569\ub2c8\ub2e4. GOAT\ub294 \ud14c\uc2a4\ud2b8 \ub3c4\uad6c\uc5d0 \uc790\ub3d9\ud654\ub97c \ub3c4\uc785\ud568\uc73c\ub85c\uc368, \uc54c\ub824\uc9c4 \uc704\ud5d8 \uc601\uc5ed\uc740 \uc790\ub3d9\ud654\uac00 \ucc98\ub9ac\ud558\uace0, \uc804\ubb38 \ub808\ub4dc\ud300 \uc778\ub825\uc740 \ubcf4\ub2e4 \uc0c8\ub85c\uc6b4 \uc720\ud615\uc758 \uacf5\uaca9 \uc2dc\ub098\ub9ac\uc624\uc5d0 \uc9d1\uc911\ud560 \uc218 \uc788\ub3c4\ub85d \ud574\uc90d\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ubc29\uc2dd\uc740 \ud14c\uc2a4\ud2b8 \uacfc\uc815\uc744 \ubcf4\ub2e4 \ud6a8\uc728\uc801\uc774\uace0 \ud6a8\uacfc\uc801\uc73c\ub85c \ub9cc\ub4e4 \ubfd0\ub9cc \uc544\ub2c8\ub77c, \uc704\ud5d8\uc5d0 \ub300\ud55c \uc815\ub7c9\uc801\u00b7\uc815\uc131\uc801 \ud1b5\ucc30\ub825\uc744 \ub354\uc6b1 \uc815\uad50\ud558\uac8c \uad6c\ucd95\ud560 \uc218 \uc788\ub3c4\ub85d \ub3d5\uc2b5\ub2c8\ub2e4. \ub300\uaddc\ubaa8 \uc5b8\uc5b4 \ubaa8\ub378\uc758 \ud3b8\ud5a5\uc131 \ubb38\uc81c \ud574\uacb0 \uc8fc\uc694 \ub300\uaddc\ubaa8 \uc5b8\uc5b4 \ubaa8\ub378\ub4e4\uc774 \ud3b8\ud5a5\uc131 \ubb38\uc81c\ub97c \uc548\uace0 \uc788\ub2e4\ub294 \uac83\uc740 \ub110\ub9ac \uc54c\ub824\uc9c4 \uc0ac\uc2e4\uc785\ub2c8\ub2e4. \ud2b9\ud788 \uc815\uce58\uc801\u00b7\uc0ac\ud68c\uc801 \ub17c\uc7c1\uc774 \uc788\ub294 \uc8fc\uc81c\uc5d0\uc11c\ub294 \uc9c4\ubcf4\uc801\uc73c\ub85c \uae30\uc6b8\uc5b4\uc84c\ub2e4\ub294 \ud3c9\uac00\ub97c \ubc1b\uc544\uc654\uc2b5\ub2c8\ub2e4. \uc774\ub294 \uc778\ud130\ub137\uc5d0 \uacf5\uac1c\ub41c \ud559\uc2b5 \ub370\uc774\ud130\uc758 \ud2b9\uc131\uc5d0 \uae30\uc778\ud569\ub2c8\ub2e4. Meta\ub294 AI \ubaa8\ub378\uc758 \ud3b8\ud5a5\uc744 \uc81c\uac70\ud558\uace0, Llama\uac00 \ub17c\uc7c1\uc774 \uc788\ub294 \uc774\uc288\uc5d0 \ub300\ud574 \uc591\uce21\uc758 \uc785\uc7a5\uc744 \uade0\ud615 \uc788\uac8c \uc774\ud574\ud558\uace0 \uc124\uba85\ud560 \uc218 \uc788\ub3c4\ub85d \ub9cc\ub4dc\ub294 \uac83\uc744 \ubaa9\ud45c\ub85c \ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ub178\ub825\uc758 \uc77c\ud658\uc73c\ub85c, Llama\uac00 \uc9c8\ubb38\uc5d0 \uade0\ud615 \uc788\uac8c \ubc18\uc751\ud558\uace0, \ub2e4\uc591\ud55c \uad00\uc810\uc744 \ud310\ub2e8 \uc5c6\uc774 \uc218\uc6a9\ud558\uba70, \ud2b9\uc815 \uc785\uc7a5\uc744 \ud3b8\ub4e4\uc9c0 \uc54a\ub3c4\ub85d \uc9c0\uc18d\uc801\uc73c\ub85c \uac1c\uc120\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. Meta\ub294 \uc774\ubc88 \ucd9c\uc2dc\ub97c \ud1b5\ud574 \uc774\ub7ec\ud55c \ub178\ub825\uc758 \uc131\uacfc\ub97c \uc785\uc99d\ud588\uc2b5\ub2c8\ub2e4. Llama 4\ub294 Llama 3\ubcf4\ub2e4 \uc131\ub2a5\uc774 \ud06c\uac8c \ud5a5\uc0c1\ub418\uc5c8\uc73c\uba70, Grok\uacfc\ub3c4 \uacac\uc904 \uc218 \uc788\ub294 \uc218\uc900\uc785\ub2c8\ub2e4. Llama 4\ub294 \uc815\uce58\uc801\u00b7\uc0ac\ud68c\uc801\uc73c\ub85c \ub17c\uc7c1\uc774 \uc788\ub294 \uc8fc\uc81c\uc5d0 \ub300\ud55c \uc751\ub2f5 \uac70\ubd80\uc728\uc774 \uc804\ubc18\uc801\uc73c\ub85c \uac10\uc18c\ud588\uc2b5\ub2c8\ub2e4. Llama 3.3\uc5d0\uc11c\ub294 \uc57d 7%\uc600\ub358 \uac70\ubd80\uc728\uc774 Llama 4\uc5d0\uc11c\ub294 2% \ubbf8\ub9cc\uc73c\ub85c \ub0ae\uc544\uc84c\uc2b5\ub2c8\ub2e4. \ub610\ud55c Llama 4\ub294 \uc751\ub2f5\uc744 \uac70\ubd80\ud558\ub294 \uae30\uc900\uc5d0\uc11c\ub3c4 \ud6e8\uc52c \ub354 \uade0\ud615 \uc7a1\ud78c \uc591\uc0c1\uc744 \ubcf4\uc785\ub2c8\ub2e4. \ub17c\uc7c1\uc774 \uc788\ub294 \uc8fc\uc81c\uc5d0\uc11c \ud2b9\uc815 \uad00\uc810\uc5d0\ub9cc \ud3b8\ud5a5\ub418\uac8c \uac70\ubd80\ud558\ub294 \ube44\uc728\uc740 1% \ubbf8\ub9cc\uc73c\ub85c \ub0ae\uc544\uc84c\uc2b5\ub2c8\ub2e4. \ub0b4\ubd80 \ud14c\uc2a4\ud2b8 \uacb0\uacfc, Llama 4\ub294 \uc815\uce58\uc801 \ub610\ub294 \uc0ac\ud68c\uc801\uc73c\ub85c \ub17c\uc7c1\uc758 \uc5ec\uc9c0\uac00 \uc788\ub294 \uc8fc\uc81c\uc5d0 \ub300\ud574 \uc815\uce58\uc801 \ud3b8\ud5a5\uc774 \ub4dc\ub7ec\ub098\ub294 \uc751\ub2f5 \ube44\uc728\uc774 Grok\uacfc \uc720\uc0ac\ud55c \uc218\uc900\uc774\uba70, Llama 3.3\uc5d0 \ube44\ud574\uc11c\ub294 \uc808\ubc18 \uc774\ud558\ub85c \ub0ae\uc544\uc84c\uc2b5\ub2c8\ub2e4. \uc9c4\uc804\uc740 \ubd84\uba85\ud558\uc9c0\ub9cc, \uc5ec\uc804\ud788 \uac1c\uc120\uc758 \uc5ec\uc9c0\uac00 \uc788\uc73c\uba70 \uc774 \ube44\uc728\uc744 \ub354\uc6b1 \ub0ae\ucd94\uae30 \uc704\ud55c \ub178\ub825\uc744 \uc9c0\uc18d\ud560 \uacc4\ud68d\uc785\ub2c8\ub2e4. Meta\ub294 \uc9c0\uae08\uae4c\uc9c0 \uc774\ub904\ub0b8 \uc131\uacfc\uc5d0 \uc790\ubd80\uc2ec\uc744 \uac00\uc9c0\uba70, \ubaa8\ub378 \uc804\ubc18\uc758 \ud3b8\ud5a5\uc744 \uc81c\uac70\ud558\uae30 \uc704\ud55c \ubaa9\ud45c\uc5d0 \uc9c0\uc18d\uc801\uc73c\ub85c \uc804\ub150\ud560 \uac83\uc785\ub2c8\ub2e4. Llama \uc0dd\ud0dc\uacc4 \ubaa8\ub378\uc758 \uc9c0\ub2a5\ub3c4 \uc911\uc694\ud558\uc9c0\ub9cc, \uc0ac\ub78c\ub4e4\uc740 \ubaa8\ub378\uc774 \uc778\uac04\ucc98\ub7fc \ube60\ub974\uac8c \ubc18\uc751\ud558\uace0, \uac1c\uc778\ud654\ub41c \ubc29\uc2dd\uc73c\ub85c \uc751\ub2f5\ud574 \uc8fc\uae30\ub97c \uc6d0\ud569\ub2c8\ub2e4. \uac00\uc7a5 \uace0\ub3c4\ud654\ub41c \ubaa8\ub378\uc778 Llama 4\ub294 \uc774\ub7ec\ud55c \uc0ac\uc6a9\uc790 \uc694\uad6c\ub97c \ucda9\uc871\ud558\ub3c4\ub85d \ucd5c\uc801\ud654\ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4. \ubb3c\ub860, \ubaa8\ub378\uc740 \uc774\ub7ec\ud55c \uacbd\ud5d8\uc744 \uac00\ub2a5\ud558\uac8c \ud558\ub294 \ub354 \ud070 \uc0dd\ud0dc\uacc4\uc758 \ud55c \ubd80\ubd84\uc785\ub2c8\ub2e4. \uc774\ub97c \ub4b7\ubc1b\uce68\ud558\uae30 \uc704\ud574, \uc800\ud76c\ub294 \uc0c8\ub85c\uc6b4 \uc81c\ud488 \ud1b5\ud569\uc744 \ud3ec\ud568\ud55c \uc804\uccb4 \uae30\uc220 \uc2a4\ud0dd\uc5d0 \uc9d1\uc911\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. Meta\ub294 \ud30c\ud2b8\ub108\uc0ac \ubc0f \uc624\ud508\uc18c\uc2a4 \ucee4\ubba4\ub2c8\ud2f0\uc640\uc758 \ud611\uc5c5\uc744 \uc9c0\uc18d\uc801\uc73c\ub85c \uc774\uc5b4\uac00\uace0 \uc788\uc73c\uba70, \uc0c8\ub85c\uc6b4 Llama \uc0dd\ud0dc\uacc4\uc5d0\uc11c \uc0ac\uc6a9\uc790\ub4e4\uc774 \ub9cc\ub4e4\uc5b4\uac08 \ud48d\ubd80\ud55c \uacbd\ud5d8\uc744 \uae30\ub300\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. Llama 4 Scout\uc640 Llama 4 Maverick \ubaa8\ub378\uc740 \uc624\ub298 llama.com\uacfc Hugging Face\uc5d0\uc11c \ub2e4\uc6b4\ub85c\ub4dc\ud558\uc2e4 \uc218 \uc788\uc2b5\ub2c8\ub2e4. Llama 4 \uae30\ubc18 Meta AI\ub294 WhatsApp, Messenger, Instagram Direct, Meta.AI \uc6f9\uc0ac\uc774\ud2b8\uc5d0\uc11c \uc9c1\uc811 \uacbd\ud5d8\ud558\uc2e4 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ubc88 \ud504\ub85c\uc81d\ud2b8\ub294 AI \ucee4\ubba4\ub2c8\ud2f0 \uc804\ubc18\uc5d0 \uac78\uce5c \ud30c\ud2b8\ub108\uc0ac\ub4e4\uc758 \uc9c0\uc6d0 \ub355\ubd84\uc5d0 \uac00\ub2a5\ud588\uc2b5\ub2c8\ub2e4. \uc774 \uc790\ub9ac\ub97c \ube4c\ub824 \uae4a\uc740 \uac10\uc0ac\uc758 \ub9d0\uc500\uc744 \uc804\ud569\ub2c8\ub2e4. (\uc54c\ud30c\ubcb3 \uc21c\uc11c\ub85c \ub098\uc5f4): Accenture, Amazon Web Services, AMD, Arm, CentML, Cerebras, Cloudflare, Databricks, Deepinfra, DeepLearning.AI, Dell, Deloitte, Fireworks AI, Google Cloud, Groq, Hugging Face, IBM Watsonx, Infosys, Intel, Kaggle, Mediatek, Microsoft Azure, Nebius, NVIDIA, ollama, Oracle Cloud, PwC, Qualcomm, Red Hat, SambaNova, Sarvam AI, Scale AI, Scaleway, Snowflake, TensorWave, Together AI, vLLM, Wipro. *\uc601\uc5b4 \uc6d0\ubb38 \ubcf4\uae30 &nbsp;","og_url":"https:\/\/about.fb.com\/ko\/news\/2025\/04\/the-llama-4-herd-the-beginning-of-a-new-era-of-natively-multimodal-ai-innovation\/","og_site_name":"Meta \uc18c\uac1c","article_published_time":"2025-04-05T06:46:40+00:00","article_modified_time":"2025-04-10T07:31:53+00:00","og_image":[{"width":1024,"height":576,"url":"https:\/\/about.fb.com\/ko\/wp-content\/uploads\/sites\/16\/2025\/04\/489528324_1866126614188079_2353760794201377773_n.png?resize=1024,576","type":"image\/png"}],"author":"thesignature","twitter_card":"summary_large_image","twitter_misc":{"Written by":"Meta","Est. reading time":"2\ubd84"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/about.fb.com\/ko\/news\/2025\/04\/the-llama-4-herd-the-beginning-of-a-new-era-of-natively-multimodal-ai-innovation\/#article","isPartOf":{"@id":"https:\/\/about.fb.com\/ko\/news\/2025\/04\/the-llama-4-herd-the-beginning-of-a-new-era-of-natively-multimodal-ai-innovation\/"},"author":"Facebook company","headline":"Llama 4 \uc2dc\ub9ac\uc988: \uba40\ud2f0\ubaa8\ub2ec AI \ud601\uc2e0\uc758 \uc0c8\ub85c\uc6b4 \uc2dc\ub300\ub97c 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