{"id":6914,"date":"2025-06-19T06:10:00","date_gmt":"2025-06-18T21:10:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=6914"},"modified":"2025-06-14T21:15:16","modified_gmt":"2025-06-14T12:15:16","slug":"agents-of-change-self-evolving-llm-agents-for-strategic-planning","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=6914","title":{"rendered":"Agents of Change: Self-Evolving LLM Agents for Strategic Planning"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Agents of Change: Self-Evolving LLM Agents for Strategic Planning\u00a0<\/strong>[17.7]<br>\u6211\u3005\u306f\u3001\u30b7\u30f3\u30d7\u30eb\u306a\u30b2\u30fc\u30e0\u30d7\u30ec\u30a4\u30f3\u30b0\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304b\u3089\u3001\u81ea\u8eab\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u3068\u30d7\u30ec\u30a4\u30e4\u30fc\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u30b3\u30fc\u30c9\u3092\u81ea\u52d5\u3067\u66f8\u304d\u76f4\u3059\u3053\u3068\u304c\u3067\u304d\u308b\u30b7\u30b9\u30c6\u30e0\u307e\u3067\u3001LSM\u30d9\u30fc\u30b9\u306e\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u9032\u6b69\u3092\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3059\u308b\u3002 \u4ee5\u4e0a\u306e\u7d50\u679c\u304b\u3089,\u7279\u306bClaude 3.7 \u3084 GPT-4o \u306a\u3069\u306e\u30e2\u30c7\u30eb\u306b\u3088\u3063\u3066\u99c6\u52d5\u3055\u308c\u308b\u81ea\u5df1\u9032\u5316\u578b\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306f,\u305d\u306e\u6226\u7565\u3092\u81ea\u5f8b\u7684\u306b\u63a1\u7528\u3059\u308b\u3053\u3068\u3067,\u9759\u7684\u30d9\u30fc\u30b9\u30e9\u30a4\u30f3\u3092\u4e0a\u56de\u3063\u3066\u3044\u308b\u3053\u3068\u304c\u308f\u304b\u3063\u305f\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2506.04651v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2506.04651v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Thu, 05 Jun 2025 05:45:24 GMT)<\/li>\n\n\n\n<li>\u30ab\u30bf\u30f3\u306e\u958b\u62d3\u8005\u3092\u5bfe\u8c61\u3068\u3057\u3066\u00a0Self-Evolving Agent Framework\u306e\u63d0\u6848\u3068\u691c\u8a3c\u3002<\/li>\n\n\n\n<li>\u300cThrough extensive experiments, we show that agents capable of prompt and code evolution achieve consistently higher performance than static baselines. The PromptEvolver, in particular, outperforms fixed agents across key metrics, and its gains are amplified when paired with stronger base models, seen in Claude 3.7\u2019s 95% improvement from the BaseAgent\u300d\u3068\u306e\u3053\u3068\u3002PromptEvolver\u306b\u306f\u300cEvolver Agent: Provided with access to game results, evolution history, and tools to search the web, view local files, and edit the Player Agent\u2019s prompt.\u300d\u304c\u542b\u307e\u308c\u3066\u3044\u308b\u3002<\/li>\n\n\n\n<li>\u30d7\u30ed\u30f3\u30d7\u30c8\u3084\u30b3\u30fc\u30c9\u3068\u3044\u3063\u305f\u601d\u8003\u80fd\u529b\u305f\u308bWeight\u5916\u306eself-improve\u3082\u5341\u5206\u52b9\u679c\u7684\u306e\u3088\u3046\u3002\uff08ICL\u304c\u6709\u52b9\u3068\u8003\u3048\u308c\u3070\u4e00\u5b9a\u601d\u8003\u80fd\u529b\u3092\u6539\u5584\u3057\u3066\u3044\u308b\u3068\u3082\u3044\u3048\u308b\u306e\u304b\u30fb\u30fb\u30fb\uff1f\uff09<\/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":[356],"class_list":["post-6914","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-self-x"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6914","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=6914"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6914\/revisions"}],"predecessor-version":[{"id":6915,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6914\/revisions\/6915"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=6914"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=6914"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=6914"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}