{"id":8332,"date":"2026-03-16T04:30:00","date_gmt":"2026-03-15T19:30:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=8332"},"modified":"2026-03-14T16:47:01","modified_gmt":"2026-03-14T07:47:01","slug":"ai-knows-whats-wrong-but-cannot-fix-it-helicoid-dynamics-in-frontier-llms-under-high-stakes-decisions","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=8332","title":{"rendered":"AI Knows What&#8217;s Wrong But Cannot Fix It: Helicoid Dynamics in Frontier LLMs Under High-Stakes Decisions\u00a0"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>AI Knows What&#8217;s Wrong But Cannot Fix It: Helicoid Dynamics in Frontier LLMs Under High-Stakes Decisions\u00a0<\/strong>[51.6]<br>\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u306f\u3001\u305d\u306e\u51fa\u529b\u304c\u30c1\u30a7\u30c3\u30af\u3067\u304d\u308b\u5834\u5408\u306b\u4fe1\u983c\u6027\u3092\u6301\u3063\u3066\u6a5f\u80fd\u3057\u307e\u3059\u304c\u533b\u5e2b\u304c\u4e0d\u5b8c\u5168\u306a\u30c7\u30fc\u30bf\u306b\u57fa\u3065\u3044\u3066\u6cbb\u7642\u3092\u9078\u629e\u3059\u308b\u5834\u5408\u3084\u3001\u6295\u8cc7\u5bb6\u304c\u4e0d\u78ba\u5b9f\u6027\u306e\u4e0b\u3067\u8cc7\u672c\u3092\u6295\u5165\u3059\u308b\u5834\u5408\u306b\u306f\u3001\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u304c\u7570\u306a\u308a\u307e\u3059\u3002 \u30d8\u30ea\u30b3\u30a4\u30c9\u529b\u5b66(Helicoid dynamics)\u306f\u3001\u305d\u306e2\u756a\u76ee\u306e\u30c9\u30e1\u30a4\u30f3\u306e\u7279\u5b9a\u306e\u969c\u5bb3\u72b6\u614b\u306b\u4e0e\u3048\u3089\u308c\u308b\u540d\u524d\u3067\u3042\u308b\u3002 \u30b7\u30b9\u30c6\u30e0\u306f\u5de7\u307f\u306b\u50cd\u304d\u3001\u30a8\u30e9\u30fc\u306b\u9665\u308a\u3001\u4f55\u304c\u3046\u307e\u304f\u3044\u304b\u306a\u304b\u3063\u305f\u304b\u3092\u6b63\u78ba\u306b\u540d\u4ed8\u3051\u3001\u3055\u3089\u306b\u9ad8\u5ea6\u306a\u6280\u8853\u3067\u540c\u3058\u30d1\u30bf\u30fc\u30f3\u3092\u518d\u73fe\u3059\u308b\u3002 \u3053\u306e\u5148\u9032\u7684\u306a\u4e8b\u4f8b\u30b7\u30ea\u30fc\u30ba\u306f\u30017\u3064\u306e\u4e3b\u8981\u306a\u30b7\u30b9\u30c6\u30e0\u306b\u307e\u305f\u304c\u308b\u4f53\u5236\u3092\u6587\u66f8\u5316\u3059\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2603.11559v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2603.11559v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Thu, 12 Mar 2026 05:25:49 GMT)<\/li>\n\n\n\n<li>\u300cLLMs reached a point where they could recognize their own cognitive degradation \u2014 and yet remained incapable of reliably changing the behavior that fueled their failure. Each session followed the same sequence: competent engagement, a failure mode, accurate meta-recognition of that failure, a proposed correction, and then recurrence of the same failure at higher abstraction, often through polished reflection or procedural deferral. The models recognized they were looping. They continued looping nonetheless.\u300d\u3068\u305f\u307e\u306b\u3088\u304f\u898b\u308b\u73fe\u8c61\u306e\u5206\u6790\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":[622],"class_list":["post-8332","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-622"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/8332","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=8332"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/8332\/revisions"}],"predecessor-version":[{"id":8333,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/8332\/revisions\/8333"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=8332"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=8332"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=8332"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}