{"id":7961,"date":"2025-12-23T04:18:00","date_gmt":"2025-12-22T19:18:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=7961"},"modified":"2025-12-21T21:25:25","modified_gmt":"2025-12-21T12:25:25","slug":"adaptation-of-agentic-ai","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=7961","title":{"rendered":"Adaptation of Agentic AI\u00a0"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Adaptation of Agentic AI\u00a0<\/strong>[162.6]<br>\u6211\u3005\u306f\u3001\u6025\u901f\u306b\u62e1\u5927\u3059\u308b\u7814\u7a76\u74b0\u5883\u3092\u3001\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u9069\u5fdc\u3068\u30c4\u30fc\u30eb\u9069\u5fdc\u306e\u4e21\u65b9\u306b\u307e\u305f\u304c\u308b\u4f53\u7cfb\u7684\u306a\u67a0\u7d44\u307f\u306b\u7d71\u4e00\u3059\u308b\u3002 \u30a8\u30fc\u30b8\u30a7\u30f3\u30c8AI\u306b\u304a\u3051\u308b\u9069\u5fdc\u6226\u7565\u306e\u8a2d\u8a08\u7a7a\u9593\u3092\u660e\u3089\u304b\u306b\u3059\u308b\u4e0a\u3067,\u672c\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u304c\u6709\u52b9\u3067\u3042\u308b\u3053\u3068\u3092\u793a\u3059\u3002 \u6b21\u306b\u3001\u5404\u30ab\u30c6\u30b4\u30ea\u306e\u4ee3\u8868\u7684\u30a2\u30d7\u30ed\u30fc\u30c1\u3092\u30ec\u30d3\u30e5\u30fc\u3057\u3001\u305d\u306e\u5f37\u307f\u3068\u9650\u754c\u3092\u5206\u6790\u3057\u3001\u4e3b\u8981\u306a\u30aa\u30fc\u30d7\u30f3\u8ab2\u984c\u3068\u4eca\u5f8c\u306e\u6a5f\u4f1a\u3092\u5f37\u8abf\u3057\u307e\u3059\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2512.16301v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2512.16301v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Thu, 18 Dec 2025 08:38:51 GMT)<\/li>\n\n\n\n<li>AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306b\u95a2\u3059\u308b\u30b5\u30fc\u30d9\u30a4\u3002\u300cThe transition from static foundation models to autonomous agentic systems marks a fundamental shift in artificial intelligence, moving from passive response generation to active and multi-step problem solving. As these systems are deployed in increasingly complex and open-ended environments, the ability to adapt to refine behavior, master new tools, and align with specific tasks has become the primary driver of reliability and performance.\u300d\u3092\u300c(A1) Agent Adaptation with Tool Execution Signal, (A2) Agent Adaptation with Agent Output Signal, (T1) Agent-Agnostic Tool Adaptation, and (T2) Agent-Supervised Tool Adaptation.\u300d\u8ef8\u3067\u6574\u7406\u3002\u30e1\u30ea\u30c7\u30e1\u304c\u3042\u308b\u306e\u3067\u300cLooking forward, the advancement of agentic AI depends on the strategic integration of these paradigms rather than their isolation.\u300d\u3068\u3044\u3046\u306e\u306f\u305d\u3046\u3060\u308d\u3046\u3068\u601d\u3046\u3002<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/pat-jj\/Awesome-Adaptation-of-Agentic-AI\">GitHub &#8211; pat-jj\/Awesome-Adaptation-of-Agentic-AI: Repo for &#8220;Adaptation of Agentic AI&#8221;<\/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":[42,387],"class_list":["post-7961","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-autonomous-agent","tag-survey"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7961","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=7961"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7961\/revisions"}],"predecessor-version":[{"id":7962,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7961\/revisions\/7962"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=7961"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=7961"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=7961"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}