{"id":6834,"date":"2025-05-26T02:21:00","date_gmt":"2025-05-25T17:21:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=6834"},"modified":"2025-05-25T14:24:36","modified_gmt":"2025-05-25T05:24:36","slug":"rd-agent-automating-data-driven-ai-solution-building-through-llm-powered-automated-research-development-and-evolution","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=6834","title":{"rendered":"R&amp;D-Agent: Automating Data-Driven AI Solution Building Through LLM-Powered Automated Research, Development, and Evolution\u00a0"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>R&amp;D-Agent: Automating Data-Driven AI Solution Building Through LLM-Powered Automated Research, Development, and Evolution\u00a0<\/strong>[60.8]<br>R&amp;D-Agent\u306f\u53cd\u5fa9\u63a2\u7d22\u306e\u305f\u3081\u306e\u4e8c\u91cd\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3042\u308b\u3002 Researcher\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306f\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3092\u4f7f\u7528\u3057\u3066\u30a2\u30a4\u30c7\u30a2\u3092\u751f\u6210\u3057\u3001Developer\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306f\u30a8\u30e9\u30fc\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u306b\u57fa\u3065\u3044\u3066\u30b3\u30fc\u30c9\u3092\u6d17\u7df4\u3059\u308b\u3002 R&amp;D-Agent\u306fMLE-Bench\u3067\u8a55\u4fa1\u3055\u308c\u3001\u6700\u9ad8\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306e\u6a5f\u68b0\u5b66\u7fd2\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3068\u3057\u3066\u767b\u5834\u3057\u305f\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2505.14738v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2505.14738v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Tue, 20 May 2025 06:07:00 GMT)<\/li>\n\n\n\n<li><a href=\"https:\/\/github.com\/openai\/mle-bench\">GitHub &#8211; openai\/mle-bench: MLE-bench is a benchmark for measuring how well AI agents perform at machine learning engineering<\/a>\u3067SoTA\u3092\u4e3b\u5f35\u3001\u300cthe framework employs two specialized agents \u2013 the \u201cResearcher\u201d and the \u201cDeveloper\u201d \u2013 which correspond to the two types of feedback provided in each exploration step: solution performance and execution error information.\u300d\u3068\u3044\u3046\u69cb\u6210\u3002\u73fe\u5b9f\u306b\u8fd1\u3044\u3088\u3046\u306a\u3002\u3002\u3002<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/microsoft\/RD-Agent\">GitHub &#8211; microsoft\/RD-Agent: Research and development (R&amp;D) is crucial for the enhancement of industrial productivity, especially in the AI era, where the core aspects of R&amp;D are mainly focused on data and models. We are committed to automating these high-value generic R&amp;D processes through R&amp;D-Agent, which lets AI drive data-driven AI. \ud83d\udd17https:\/\/aka.ms\/RD-Agent-Tech-Report<\/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":[42,623],"class_list":["post-6834","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-autonomous-agent","tag-623"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6834","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=6834"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6834\/revisions"}],"predecessor-version":[{"id":6835,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6834\/revisions\/6835"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=6834"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=6834"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=6834"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}