{"id":6856,"date":"2025-06-04T05:58:00","date_gmt":"2025-06-03T20:58:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=6856"},"modified":"2025-06-01T11:02:42","modified_gmt":"2025-06-01T02:02:42","slug":"memos-an-operating-system-for-memory-augmented-generation-mag-in-large-language-models","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=6856","title":{"rendered":"MemOS: An Operating System for Memory-Augmented Generation (MAG) in Large Language Models"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>MemOS: An Operating System for Memory-Augmented Generation (MAG) in Large Language Models\u00a0<\/strong>[31.9]<br>\u6211\u3005\u306f,\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb(LLM)\u7528\u306b\u8a2d\u8a08\u3055\u308c\u305f\u30e1\u30e2\u30ea\u30aa\u30da\u30ec\u30fc\u30c6\u30a3\u30f3\u30b0\u30b7\u30b9\u30c6\u30e0\u3067\u3042\u308bMemOS\u3092\u7d39\u4ecb\u3059\u308b\u3002 \u30b3\u30a2\u3068\u306a\u308bMemCube\u306f\u3001\u7570\u7a2e\u30e1\u30e2\u30ea\u306e\u8ffd\u8de1\u3001\u878d\u5408\u3001\u30de\u30a4\u30b0\u30ec\u30fc\u30b7\u30e7\u30f3\u3092\u53ef\u80fd\u306b\u3059\u308b\u6a19\u6e96\u5316\u3055\u308c\u305f\u30e1\u30e2\u30ea\u62bd\u8c61\u5316\u3067\u3042\u308b\u3002 MemOS\u306f\u3001\u5f37\u529b\u306a\u5236\u5fa1\u6027\u3001\u9069\u5fdc\u6027\u3001\u9032\u5316\u6027\u3092\u5099\u3048\u305f\u30e1\u30e2\u30ea\u4e2d\u5fc3\u306e\u5b9f\u884c\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u78ba\u7acb\u3059\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2505.22101v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2505.22101v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Wed, 28 May 2025 08:27:12 GMT)<\/li>\n\n\n\n<li>LLM\u306e\u305f\u3081\u306e\u30e1\u30e2\u30ea\u7ba1\u7406\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306e\u63d0\u6848\u3002\u300cLarge Language Models (LLMs) have emerged as foundational infrastructure in the pursuit of Artificial General Intelligence (AGI). Despite their remarkable capabilities in language perception and generation, current LLMs fundamentally lack a unified and structured architecture for handling memory.\u300d\u306f\u305d\u306e\u901a\u308a\u3067\u3001\u8a18\u61b6\u306e\u5b9f\u88c5\u306fLLM\u306e\u5229\u7528\u3092\u9032\u3081\u308b\u4e0a\u3067\u3068\u3066\u3082\u91cd\u8981<\/li>\n\n\n\n<li>\u300cMemOS provides a unified abstraction and integrated management framework for heterogeneous memory types, including parametric memory, activation memory, and explicit plaintext memory. We propose a standardized memory unit, MemCube, and implement key modules for scheduling, lifecycle management, structured storage, and transparent augmentation.\u300d\u3068\u826f\u304f\u8a2d\u8a08\u30fb\u5b9f\u88c5\u3055\u308c\u305f\u30b7\u30b9\u30c6\u30e0\u306b\u898b\u3048\u308b\u304c\u3001\u3053\u306e\u3088\u3046\u306a\u30a2\u30d7\u30ed\u30fc\u30c1\u3068\uff08\u6700\u8fd1\u3042\u307e\u308a\u805e\u304b\u306a\u3044\uff09Deep\u3067\u30dd\u30f3\u7684\u306a\u30e2\u30c7\u30eb\u306b\u7d44\u307f\u8fbc\u3080\u30a2\u30d7\u30ed\u30fc\u30c1\u306e\u3069\u3061\u3089\u304c\u6709\u671b\u306a\u306e\u304b\u6c17\u306b\u306a\u308b\u3002<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[2],"tags":[223,244],"class_list":["post-6856","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-llm","tag-memory"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6856","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=6856"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6856\/revisions"}],"predecessor-version":[{"id":6857,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6856\/revisions\/6857"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=6856"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=6856"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=6856"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}