{"id":8263,"date":"2026-02-27T04:42:00","date_gmt":"2026-02-26T19:42:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=8263"},"modified":"2026-02-22T16:45:49","modified_gmt":"2026-02-22T07:45:49","slug":"towards-a-science-of-ai-agent-reliability","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=8263","title":{"rendered":"Towards a Science of AI Agent Reliability"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Towards a Science of AI Agent Reliability\u00a0<\/strong>[9.6]<br>AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306f\u3001\u91cd\u8981\u306a\u30bf\u30b9\u30af\u3092\u5b9f\u884c\u3059\u308b\u305f\u3081\u306b\u307e\u3059\u307e\u3059\u30c7\u30d7\u30ed\u30a4\u3055\u308c\u308b\u3002 \u6a19\u6e96\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u306b\u304a\u3051\u308b\u7cbe\u5ea6\u306e\u4e0a\u6607\u306f\u6025\u901f\u306a\u9032\u6b69\u3092\u793a\u5506\u3059\u308b\u4e00\u65b9\u3067\u3001\u591a\u304f\u306e\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u5b9f\u969b\u306b\u5931\u6557\u3057\u7d9a\u3051\u3066\u3044\u308b\u3002 \u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u4fe1\u983c\u6027\u30924\u3064\u306e\u91cd\u8981\u306a\u6b21\u5143(\u4e00\u8cab\u6027\u3001\u5805\u7262\u6027\u3001\u4e88\u6e2c\u53ef\u80fd\u6027\u3001\u5b89\u5168\u6027)\u306b\u6cbf\u3063\u3066\u5206\u89e3\u3059\u308b12\u306e\u30e1\u30c8\u30ea\u30af\u30b9\u3092\u63d0\u6848\u3059\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2602.16666v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2602.16666v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Wed, 18 Feb 2026 18:05:44 GMT)<\/li>\n\n\n\n<li>\u901a\u5e38\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3067\u306f\u306a\u304f\u4fe1\u983c\u6027\u306e4\u8ef8\uff08consistency, robustness, predictability, safety\uff09\u304b\u3089\u306e\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u6bd4\u8f03\u3001\u300c14 models across two complementary benchmarks. Our results show that 18 months of rapid capability gains have produced only small improvements in reli- ability: models that are substantially more accurate remain inconsistent across runs, brittle to prompt rephrasings, and often fail to understand when they are likely to succeed.\u300d\u3068\u306e\u3053\u3068\u3002<\/li>\n\n\n\n<li>\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u30b5\u30a4\u30c8\u306f<a href=\"https:\/\/hal.cs.princeton.edu\/reliability\/\">HAL Reliability Dashboard<\/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":[42,347],"class_list":["post-8263","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-autonomous-agent","tag-safety"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/8263","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=8263"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/8263\/revisions"}],"predecessor-version":[{"id":8264,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/8263\/revisions\/8264"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=8263"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=8263"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=8263"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}