{"id":8087,"date":"2026-01-23T03:49:00","date_gmt":"2026-01-22T18:49:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=8087"},"modified":"2026-01-11T15:51:12","modified_gmt":"2026-01-11T06:51:12","slug":"towards-llm-enabled-autonomous-combustion-research-a-literature-aware-agent-for-self-corrective-modeling-workflows","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=8087","title":{"rendered":"Towards LLM-enabled autonomous combustion research: A literature-aware agent for self-corrective modeling workflows\u00a0"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Towards LLM-enabled autonomous combustion research: A literature-aware agent for self-corrective modeling workflows\u00a0<\/strong>[9.4]<br>FlamePilot\u306f\u3001\u81ea\u52d5\u304a\u3088\u3073\u81ea\u5df1\u88dc\u6b63CFD\u306b\u3088\u308b\u71c3\u713c\u30e2\u30c7\u30ea\u30f3\u30b0\u7814\u7a76\u3092\u4fc3\u9032\u3059\u308b\u3088\u3046\u306b\u8a2d\u8a08\u3055\u308c\u3066\u3044\u308b\u3002 \u30b7\u30b9\u30c6\u30e0\u306f\u3001\u79d1\u5b66\u7684\u306a\u8a18\u4e8b\u304b\u3089\u5b66\u3073\u3001\u521d\u671f\u8a2d\u5b9a\u304b\u3089\u6700\u9069\u5316\u3055\u308c\u305f\u7d50\u679c\u307e\u3067\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u3092\u5c0e\u304f\u305f\u3081\u306e\u91cd\u8981\u306a\u60c5\u5831\u3092\u62bd\u51fa\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002 \u30b1\u30fc\u30b9\u30b9\u30bf\u30c7\u30a3\u3067\u306f\u3001FlamePilot\u304c\u7814\u7a76\u8ad6\u6587\u3092\u81ea\u52d5\u3067\u69cb\u6210\u3055\u308c\u305f\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u306b\u5909\u63db\u3057\u3001\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u3092\u5b9f\u884c\u3057\u3001\u7d50\u679c\u3092\u5f8c\u51e6\u7406\u3057\u3001\u30a8\u30d3\u30c7\u30f3\u30b9\u306b\u57fa\u3065\u304f\u6539\u5584\u3092\u63d0\u6848\u3057\u3001\u53ce\u675f\u306e\u305f\u3081\u306b\u591a\u6bb5\u968e\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u30b9\u30bf\u30c7\u30a3\u3092\u7ba1\u7406\u3057\u305f\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2601.01357v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2601.01357v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Sun, 04 Jan 2026 04:00:28 GMT)<\/li>\n\n\n\n<li>\u300cwe introduce FlamePilot, an LLM agent designed to empower combustion modeling research through automated and self-corrective CFD workflows. FlamePilot differentiates itself through an architecture that leverages atomic tools to ensure the robust setup and execution of complex simulations in both OpenFOAM and extended frameworks such as DeepFlame.\u300d\u3068\u30c9\u30e1\u30a4\u30f3\u3092\u7279\u5316\u3057\u305f\u7814\u7a76\u652f\u63f4\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\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":[623],"class_list":["post-8087","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-623"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/8087","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=8087"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/8087\/revisions"}],"predecessor-version":[{"id":8088,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/8087\/revisions\/8088"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=8087"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=8087"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=8087"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}