{"id":24609,"date":"2026-05-17T05:42:48","date_gmt":"2026-05-16T20:42:48","guid":{"rendered":"https:\/\/jore2.com\/ai-9136-mem-efficient-online-memory-for-large-language-models\/"},"modified":"2026-05-17T05:42:48","modified_gmt":"2026-05-16T20:42:48","slug":"ai-9136-mem-efficient-online-memory-for-large-language-models","status":"publish","type":"post","link":"https:\/\/jore2.com\/?p=24609","title":{"rendered":"LLM\uc758 \uae30\uc5b5 \ud55c\uacc4, \u0394-Mem\uc774 \uc5b4\ub5bb\uac8c \ub3cc\ud30c\ud558\ub294\uac00"},"content":{"rendered":"
\n

\ubc30\uc18c\ub77c<\/strong><\/p>\n<\/div>\n

\uac70\ub300 \uc5b8\uc5b4 \ubaa8\ub378\uc774 \uc7a5\uae30\uc801\uc778 \ub300\ud654\ub098 \ubcf5\uc7a1\ud55c \uc5d0\uc774\uc804\ud2b8 \uc2dc\uc2a4\ud15c\uc744 \uad6c\ub3d9\ud560 \ub54c \uac00\uc7a5 \ud070 \ubcd1\ubaa9 \ud604\uc0c1\uc740 \ub2e8\uc5f0 \uba54\ubaa8\ub9ac \ube44\uc6a9\uc785\ub2c8\ub2e4. \uae30\uc874 \ubc29\uc2dd\ucc98\ub7fc \ucee8\ud14d\uc2a4\ud2b8 \ucc3d\uc744 \ubb34\uc791\uc815 \ub298\ub9ac\ub294 \uac83\uc740 \uc5f0\uc0b0 \ube44\uc6a9\uc744 \uae09\uc99d\uc2dc\ud0a4\uace0, \uc624\ud788\ub824 \ud575\uc2ec \uc815\ubcf4\uc758 \ud65c\uc6a9\ub3c4\ub97c \ub5a8\uc5b4\ub728\ub9ac\ub294 \uc5ed\uc124\uc744 \ub0b3\uace4 \ud588\uc2b5\ub2c8\ub2e4. \ubc14\ub85c \uc774 \uc9c0\uc810\uc5d0\uc11c \u0394-Mem\uc774 \uc8fc\ubaa9\ubc1b\uae30 \uc2dc\uc791\ud588\uc2b5\ub2c8\ub2e4. \uc774 \uae30\uc220\uc740 \uace0\uc815\ub41c \ud06c\uae30\uc758 \uc0c1\ud0dc \ud589\ub82c\uc744 \ud1b5\ud574 \uacfc\uac70 \uc815\ubcf4\ub97c \uc555\ucd95\ud558\uace0, \uc774\ub97c \ub378\ud0c0 \uaddc\uce59 \ud559\uc2b5\uc73c\ub85c \uc5c5\ub370\uc774\ud2b8\ud558\uba70 \uc0dd\uc131 \uacfc\uc815 \uc911 \uc5b4\ud150\uc158 \uacc4\uc0b0\uc5d0 \uc800\ub7ad\ud06c \ubcf4\uc815\uc744 \uac00\ud558\ub294 \ubc29\uc2dd\uc744 \ucde8\ud569\ub2c8\ub2e4. \ub2e8\uc21c\ud55c \ud655\uc7a5\uc774 \uc544\ub2cc \ud6a8\uc728\uc801\uc778 \uc628\ub77c\uc778 \uba54\ubaa8\ub9ac \uba54\ucee4\ub2c8\uc998\uc744 \uc81c\uc2dc\ud55c \uc148\uc785\ub2c8\ub2e4.<\/p>\n

\uc774 \uc811\uadfc\ubc95\uc774 \ud654\uc81c\uac00 \ub41c \uc774\uc720\ub294 \ubc14\ub85c ‘\uac00\ubccd\uac8c’\ub77c\ub294 \uc810\uc5d0 \uc788\uc2b5\ub2c8\ub2e4. \uc804\uccb4 \uc5b4\ud150\uc158 \ubc31\ubcf8\uc744 \ub3d9\uacb0\ud55c \uc0c1\ud0dc\uc5d0\uc11c \uacbd\ub7c9\uc758 \uc628\ub77c\uc778 \uc0c1\ud0dc\ub9cc \ucd94\uac00\ud558\uba74 \ub418\uae30 \ub54c\ubb38\uc5d0, \ubaa8\ub378\uc744 \uc644\uc804\ud788 \ud30c\uc778\ud29c\ub2dd\ud558\uac70\ub098 \ubc31\ubcf8\uc744 \uad50\uccb4\ud560 \ud544\uc694 \uc5c6\uc774 \uc131\ub2a5\uc744 \ub04c\uc5b4\uc62c\ub9b4 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc2e4\uc81c\ub85c 8×8 \ud06c\uae30\uc758 \uc628\ub77c\uc778 \uba54\ubaa8\ub9ac \uc0c1\ud0dc\ub9cc\uc73c\ub85c\ub3c4 \uae30\uc874 \uace0\uc815 \ubc31\ubcf8 \ub300\ube44 \ud3c9\uade0 \uc810\uc218\uac00 1.10\ubc30, \uac00\uc7a5 \uac15\ub825\ud55c \ube44-\u0394-Mem \uba54\ubaa8\ub9ac \ubca0\uc774\uc2a4\ub77c\uc778 \ub300\ube44 1.15\ubc30 \ud5a5\uc0c1\ub41c \uacb0\uacfc\ub97c \ubcf4\uc600\uc2b5\ub2c8\ub2e4. \uba54\ubaa8\ub9ac \uc9d1\uc57d\uc801\uc778 \ubca4\uce58\ub9c8\ud06c\uc778 MemoryAgentBench\uc5d0\uc11c\ub294 1.31\ubc30, LoCoMo\uc5d0\uc11c\ub294 1.20\ubc30\uc758 \ud070 \uac1c\uc120\uc744 \uae30\ub85d\ud558\uba70 \ud6a8\uc728\uc131\uacfc \uc131\ub2a5\uc744 \ub3d9\uc2dc\uc5d0 \uc7a1\uc558\ub2e4\ub294 \ud3c9\uac00\ub97c \ubc1b\uc558\uc2b5\ub2c8\ub2e4.<\/p>\n

\uae00\ub85c\ubc8c \uae30\uc220 \ucee4\ubba4\ub2c8\ud2f0, \ud2b9\ud788 \ud574\ucee4 \ub274\uc2a4\uc5d0\uc11c\ub294 \uc774 \uae30\uc220\uc774 \ub2e8\uc21c\ud55c \uc131\ub2a5 \ud5a5\uc0c1\uc744 \ub118\uc5b4 \ubaa8\ub378\uc758 \uba54\ubaa8\ub9ac \uc18c\ube44 \uad6c\uc870\uc5d0 \ub300\ud55c \uadfc\ubcf8\uc801\uc778 \uc9c8\ubb38\uc744 \ub358\uc9c4\ub2e4\ub294 \uc810\uc5d0\uc11c \ub728\uac70\uc6b4 \ub17c\uc758\ub97c \uc774\ub04c\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ub9ce\uc740 \uc804\ubb38\uac00\ub4e4\uc774 \ud30c\ub77c\ubbf8\ud130 \uc218\ub9cc\uc73c\ub85c\ub294 \ubaa8\ub378\uc758 \uc2e4\uc81c \uba54\ubaa8\ub9ac \uc694\uad6c\ub7c9\uc744 \uc815\ud655\ud788 \ud30c\uc545\ud558\uae30 \uc5b4\ub835\ub2e4\ub294 \uc810\uc5d0 \uacf5\uac10\ud558\uba70, \u0394-Mem\uc774 \uc81c\uc2dc\ud558\ub294 \uace0\uc815 \ud06c\uae30 \uc0c1\ud0dc \ud589\ub82c \ubc29\uc2dd\uc774 \uc2e4\uc81c \ubc30\ud3ec \ud658\uacbd\uc5d0\uc11c \uc5bc\ub9c8\ub098 \uc720\uc6a9\ud55c\uc9c0 \uc8fc\ubaa9\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ud2b9\ud788 MOE \ubaa8\ub378\ucc98\ub7fc \uba54\ubaa8\ub9ac \uc81c\uc57d\uc774 \uc5c4\uaca9\ud55c \ud658\uacbd\uc5d0\uc11c \ub354 \ud070 RAM\uc744 \uc694\uad6c\ud558\ub294 \ubc29\uc2dd\ubcf4\ub2e4 \ud6a8\uc728\uc801\uc778 \ub300\uc548\uc774 \ub420 \uc218 \uc788\ub2e4\ub294 \ubd84\uc11d\uc774 \uc9c0\ubc30\uc801\uc785\ub2c8\ub2e4.<\/p>\n

\ubb3c\ub860 \uc774 \uae30\uc220\uc774 \ucee8\ud14d\uc2a4\ud2b8 \ucc3d \uc790\uccb4\uc758 \uc6a9\ub7c9 \ubb38\uc81c\ub97c \uc644\uc804\ud788 \ud574\uacb0\ud574\uc8fc\uc9c0\ub294 \ubabb\ud55c\ub2e4\ub294 \uc9c0\uc801\ub3c4 \uc874\uc7ac\ud569\ub2c8\ub2e4. \uc785\ub825\uc758 \ubbf8\uc138\ud55c \ubcc0\ud654\uac00 \ud65c\uc131\ud654 \uac12\uc5d0 \ud070 \ucc28\uc774\ub97c \ub9cc\ub4e4\uc5b4\ub0b4\ub294 \ud55c\uacc4\uac00 \uc788\uae30 \ub54c\ubb38\uc5d0, \uc644\ubcbd\ud55c \uce90\uc2f1 \uac1c\uc120\uc774\ub77c\uae30\ubcf4\ub2e4\ub294 \uc815\ubcf4 \uc555\ucd95\uc758 \ud55c\uacc4\ub97c \uadfc\uc0ac\ud558\ub294 \uc811\uadfc\uc73c\ub85c \ubcf4\ub294 \uc2dc\uac01\ub3c4 \uc788\uc2b5\ub2c8\ub2e4. \ud558\uc9c0\ub9cc \ud604\ub300\uc758 \uac70\ub300 \ubaa8\ub378\ub4e4\uc774 \ub108\ubb34 \ubc29\ub300\ud558\uace0 \ucd94\uc0c1\ud654\ub418\uc5b4 \uc788\uc5b4 \ub0b4\ubd80 \uad6c\uc870\ub97c \ub2e8\uacc4\ubcc4\ub85c \ubd84\uc11d\ud558\uae30 \uc5b4\ub824\uc6b4 \uc0c1\ud669\uc5d0\uc11c, \u0394-Mem\ucc98\ub7fc \ucd94\uc801 \uac00\ub2a5\ud55c \uad6c\ud604\uc744 \uc81c\uacf5\ud558\ub294 \uac83\uc740 \uc5f0\uad6c\uc790\ub4e4\uc5d0\uac8c \ub9e4\uc6b0 \uadc0\uc911\ud55c \uc790\uc0b0\uc774 \ub429\ub2c8\ub2e4. \uc55e\uc73c\ub85c \uc774 \uae30\uc220\uc774 \uc2e4\uc81c \uc5d0\uc774\uc804\ud2b8 \uc2dc\uc2a4\ud15c\uc5d0 \uc5b4\ub5bb\uac8c \uc801\uc6a9\ub418\uba70, \uc7a5\uae30 \uae30\uc5b5\uc758 \ud55c\uacc4\ub97c \uc5b4\ub514\uae4c\uc9c0 \ud655\uc7a5\ud560 \uc218 \uc788\uc744\uc9c0\uac00 \ub2e4\uc74c \uad00\uc804 \ud3ec\uc778\ud2b8\uac00 \ub420 \uac83\uc785\ub2c8\ub2e4.<\/p>\n","protected":false},"excerpt":{"rendered":"

\uac70\ub300 \uc5b8\uc5b4 \ubaa8\ub378\uc774 \uae34 \ub300\ud654 \ub9e5\ub77d\uc744 \uc720\uc9c0\ud558\uae30 \uc704\ud574\uc120 \ub9c9\ub300\ud55c \uba54\ubaa8\ub9ac\uac00 \ud544\uc694\ud558\ub2e4\ub294 \ud1b5\ub150\uc744 \uae68\ub294 \uc0c8\ub85c\uc6b4 \uc811\uadfc\ubc95\uc774 \ub4f1\uc7a5\ud588\uc2b5\ub2c8\ub2e4. \ub2e8\uc21c\ud55c \ucee8\ud14d\uc2a4\ud2b8 \ud655\uc7a5\uc774 \uc544\ub2cc, \uace0\uc815\ub41c \ud06c\uae30\uc758 \uc0c1\ud0dc \ud589\ub82c\ub85c \uacfc\uac70 \uc815\ubcf4\ub97c \uc555\ucd95\ud558\ub294 \u0394-Mem \uae30\uc220\uc774 \uae00\ub85c\ubc8c \ucee4\ubba4\ub2c8\ud2f0\uc5d0\uc11c \ub728\uac70\uc6b4 \ubc18\uc751\uc744 \uc5bb\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n","protected":false},"author":11,"featured_media":24608,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[8858],"tags":[7,3345,18629,18630,18631],"class_list":["post-24609","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai","tag-ai","tag-llm","tag-mem","tag-18630","tag-18631"],"featured_image_urls":{"full":["https:\/\/jore2.com\/wp-content\/uploads\/2026\/05\/ai-9136-mem-efficient-online-memory-for-large-language-models.png",1200,630,false],"thumbnail":["https:\/\/jore2.com\/wp-content\/uploads\/2026\/05\/ai-9136-mem-efficient-online-memory-for-large-language-models-150x150.png",150,150,true],"medium":["https:\/\/jore2.com\/wp-content\/uploads\/2026\/05\/ai-9136-mem-efficient-online-memory-for-large-language-models-300x158.png",300,158,true],"medium_large":["https:\/\/jore2.com\/wp-content\/uploads\/2026\/05\/ai-9136-mem-efficient-online-memory-for-large-language-models-768x403.png",640,336,true],"large":["https:\/\/jore2.com\/wp-content\/uploads\/2026\/05\/ai-9136-mem-efficient-online-memory-for-large-language-models-1024x538.png",640,336,true],"1536x1536":["https:\/\/jore2.com\/wp-content\/uploads\/2026\/05\/ai-9136-mem-efficient-online-memory-for-large-language-models.png",1200,630,false],"2048x2048":["https:\/\/jore2.com\/wp-content\/uploads\/2026\/05\/ai-9136-mem-efficient-online-memory-for-large-language-models.png",1200,630,false],"morenews-large":["https:\/\/jore2.com\/wp-content\/uploads\/2026\/05\/ai-9136-mem-efficient-online-memory-for-large-language-models-825x575.png",825,575,true],"morenews-medium":["https:\/\/jore2.com\/wp-content\/uploads\/2026\/05\/ai-9136-mem-efficient-online-memory-for-large-language-models-590x410.png",590,410,true]},"author_info":{"info":["\ubc30\uc18c\ub77c"]},"category_info":"AI<\/a>","tag_info":"AI","comment_count":"0","_links":{"self":[{"href":"https:\/\/jore2.com\/index.php?rest_route=\/wp\/v2\/posts\/24609","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/jore2.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/jore2.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/jore2.com\/index.php?rest_route=\/wp\/v2\/users\/11"}],"replies":[{"embeddable":true,"href":"https:\/\/jore2.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=24609"}],"version-history":[{"count":0,"href":"https:\/\/jore2.com\/index.php?rest_route=\/wp\/v2\/posts\/24609\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/jore2.com\/index.php?rest_route=\/wp\/v2\/media\/24608"}],"wp:attachment":[{"href":"https:\/\/jore2.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=24609"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/jore2.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=24609"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/jore2.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=24609"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}