{"id":7996,"date":"2026-01-01T07:28:00","date_gmt":"2025-12-31T22:28:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=7996"},"modified":"2025-12-27T15:42:10","modified_gmt":"2025-12-27T06:42:10","slug":"memevolve-meta-evolution-of-agent-memory-systems","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=7996","title":{"rendered":"MemEvolve: Meta-Evolution of Agent Memory Systems\u00a0"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>MemEvolve: Meta-Evolution of Agent Memory Systems\u00a0<\/strong>[66.1]<br>\u81ea\u5df1\u9032\u5316\u578b\u30e1\u30e2\u30ea\u30b7\u30b9\u30c6\u30e0\u306f\u3001\u5927\u578b\u8a00\u8a9e\u30e2\u30c7\u30eb(LLM)\u30d9\u30fc\u30b9\u306e\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u9032\u5316\u30d1\u30e9\u30c0\u30a4\u30e0\u3092\u524d\u4f8b\u306e\u306a\u3044\u5f62\u3067\u518d\u69cb\u7bc9\u3057\u3066\u3044\u308b\u3002 MemeEvolve\u306f\u3001\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u7d4c\u9a13\u7684\u77e5\u8b58\u3068\u30e1\u30e2\u30ea\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3092\u5171\u540c\u3067\u9032\u5316\u3055\u305b\u308b\u30e1\u30bf\u9032\u5316\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3042\u308b\u3002 EvolveLab\u306f\u300112\u306e\u4ee3\u8868\u7684\u306a\u30e1\u30e2\u30ea\u30b7\u30b9\u30c6\u30e0\u3092\u30e2\u30b8\u30e5\u30fc\u30eb\u8a2d\u8a08\u7a7a\u9593\u306b\u84b8\u7559\u3059\u308b\u3001\u7d71\u4e00\u3055\u308c\u305f\u81ea\u5df1\u9032\u5316\u578b\u30e1\u30e2\u30ea\u3067\u3042\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2512.18746v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2512.18746v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Sun, 21 Dec 2025 14:26:14 GMT)<\/li>\n\n\n\n<li>\u300cwe introduce MemEvolve, a framework that facilitates the dual evolution of an agent\u2019s experience and its memory architecture. Conceptually, MemEvolve operates as a bilevel optimization process: the inner loop performs a first-order evolution, where the agent, guided by a fixed memory system, adapts to a continuous stream of new tasks by populating its experience base. The outer loop drives a second-order evolution, meta-learning a more effective memory architecture to accelerate future learning. This allows the agent not only to evolve, but to evolve more efficiently and intelligently over time.\u300d\u3068Memory\u6a5f\u69cb\u81ea\u4f53\u304c\u9069\u5fdc\u3057\u3066\u3044\u304f\u30bf\u30a4\u30d7\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306e\u63d0\u6848\u3002\u9762\u767d\u3044\u4e00\u65b9\u3067\u4ed6\u306e\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3067\u306e\u30b9\u30b3\u30a2\u3082\u6c17\u306b\u306a\u308b\u3068\u3053\u308d\u3002<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/bingreeky\/MemEvolve\">GitHub &#8211; bingreeky\/MemEvolve: MemEvolve &amp; EvolveLab<\/a><\/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":[244,356],"class_list":["post-7996","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-memory","tag-self-x"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7996","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=7996"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7996\/revisions"}],"predecessor-version":[{"id":7997,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7996\/revisions\/7997"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=7996"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=7996"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=7996"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}