{"id":7937,"date":"2025-12-15T03:16:00","date_gmt":"2025-12-14T18:16:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=7937"},"modified":"2025-12-14T13:33:10","modified_gmt":"2025-12-14T04:33:10","slug":"towards-a-science-of-scaling-agent-systems","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=7937","title":{"rendered":"Towards a Science of Scaling Agent Systems\u00a0"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Towards a Science of Scaling Agent Systems\u00a0<\/strong>[79.6]<br>\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3001\u8a00\u8a9e\u30e2\u30c7\u30eb(LM)\u30d9\u30fc\u30b9\u306e\u30b7\u30b9\u30c6\u30e0\u3067\u306f\u3001\u63a8\u8ad6\u3001\u8a08\u753b\u3001\u884c\u52d5\u304c\u73fe\u5b9f\u306eAI\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u4e3b\u8981\u306a\u30d1\u30e9\u30c0\u30a4\u30e0\u306b\u306a\u308a\u3064\u3064\u3042\u308b\u3002 \u3053\u306e\u5e83\u304f\u63a1\u7528\u3055\u308c\u3066\u3044\u308b\u306b\u3082\u304b\u304b\u308f\u3089\u305a\u3001\u5f7c\u3089\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u6c7a\u5b9a\u3059\u308b\u539f\u5247\u306f\u672a\u5b9a\u306e\u307e\u307e\u3067\u3042\u308b\u3002 \u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u30b7\u30b9\u30c6\u30e0\u306e\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u539f\u7406\u3092\u5c0e\u51fa\u3059\u308b\u3053\u3068\u3067\u3001\u3053\u306e\u30ae\u30e3\u30c3\u30d7\u306b\u5bfe\u51e6\u3059\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2512.08296v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2512.08296v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Tue, 09 Dec 2025 06:52:21 GMT)<\/li>\n\n\n\n<li>\u30de\u30eb\u30c1\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u5316\u306b\u5229\u70b9\u304c\u3042\u308b\u306e\u304b\uff1f\u304c\u8208\u5473\u6df1\u3044\u8ad6\u6587\u3002\u300cWe reveal that multi-agent performance exhibits an inverted-U relationship with coordination complexity, with benefits diminishing beyond moderate coordination levels. Domain complexity emerges as the strongest performance predictor (\ud835\udefd= \u22120.114, \ud835\udc5d&lt; 0.002), reducing MAS advantage more substantially than architectural choices. Performance gains vary dramatically by task structure: +80.9% on Finance Agent versus \u221270.0% on PlanCraft, indicating that coordination benefits depend tightly on task decomposability.\u300d\u3068\u7d0d\u5f97\u611f\u304c\u3042\u308b\uff08\u3068\u3044\u3046\u304b\u305d\u3046\u3060\u3088\u306d\u3068\u3044\u3046\uff09\u7d50\u679c<\/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":[42],"class_list":["post-7937","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-autonomous-agent"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7937","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=7937"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7937\/revisions"}],"predecessor-version":[{"id":7938,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7937\/revisions\/7938"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=7937"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=7937"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=7937"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}