{"id":7668,"date":"2025-10-20T05:32:00","date_gmt":"2025-10-19T20:32:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=7668"},"modified":"2025-10-25T22:40:14","modified_gmt":"2025-10-25T13:40:14","slug":"beyond-pipelines-a-survey-of-the-paradigm-shift-toward-model-native-agentic-ai","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=7668","title":{"rendered":"Beyond Pipelines: A Survey of the Paradigm Shift toward Model-Native Agentic AI\u00a0"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Beyond Pipelines: A Survey of the Paradigm Shift toward Model-Native Agentic AI\u00a0<\/strong>[27.2]<br>\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8AI\u306e\u6025\u901f\u306a\u9032\u5316\u306f\u3001\u4eba\u5de5\u77e5\u80fd\u306e\u65b0\u3057\u3044\u30d5\u30a7\u30fc\u30ba\u3092\u8c61\u5fb4\u3057\u3066\u3044\u308b\u3002 \u3053\u306e\u8abf\u67fb\u306f\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8AI\u69cb\u7bc9\u306b\u304a\u3051\u308b\u30d1\u30e9\u30c0\u30a4\u30e0\u30b7\u30d5\u30c8\u3092\u30c8\u30ec\u30fc\u30b9\u3059\u308b\u3002 \u305d\u308c\u305e\u308c\u306e\u80fd\u529b\u304c\u5916\u90e8\u30b9\u30af\u30ea\u30d7\u30c8\u30e2\u30b8\u30e5\u30fc\u30eb\u304b\u3089\u30a8\u30f3\u30c9\u30c4\u30fc\u30a8\u30f3\u30c9\u306e\u5b66\u7fd2\u884c\u52d5\u3078\u3068\u3069\u306e\u3088\u3046\u306b\u9032\u5316\u3057\u305f\u304b\u3092\u8abf\u3079\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2510.16720v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2510.16720v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Sun, 19 Oct 2025 05:23:43 GMT)<\/li>\n\n\n\n<li>\u300cThe rapid evolution of agentic AI marks a new phase in artificial intelligence, where Large Language Models (LLMs) no longer merely respond but act, reason, and adapt. This survey traces the paradigm shift in building agentic AI: from Pipeline-based systems, where planning, tool use, and memory are orchestrated by external logic, to the emerging Model-native paradigm, where these capabilities are internalized within the model\u2019s parameters.\u300d\u3068AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u9032\u5316\u306b\u95a2\u3059\u308b\u30b5\u30fc\u30d9\u30a4\u3002\u6574\u7406\u306e\u4ed5\u65b9\u304c\u8208\u5473\u6df1\u3044\u3002<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/ADaM-BJTU\/model-native-agentic-ai\">GitHub &#8211; ADaM-BJTU\/model-native-agentic-ai: Our survey&#8217;s paper list on Agentic AI, continuously updated with the latest research.<\/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-7668","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\/7668","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=7668"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7668\/revisions"}],"predecessor-version":[{"id":7669,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7668\/revisions\/7669"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=7668"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=7668"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=7668"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}