{"id":8208,"date":"2026-02-18T06:20:00","date_gmt":"2026-02-17T21:20:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=8208"},"modified":"2026-02-14T21:23:18","modified_gmt":"2026-02-14T12:23:18","slug":"cli-gym-scalable-cli-task-generation-via-agentic-environment-inversion","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=8208","title":{"rendered":"CLI-Gym: Scalable CLI Task Generation via Agentic Environment Inversion\u00a0"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>CLI-Gym: Scalable CLI Task Generation via Agentic Environment Inversion\u00a0<\/strong>[26.5]<br>\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u306f\u3001\u4f8b\u3048\u3070\u30b3\u30de\u30f3\u30c9\u30e9\u30a4\u30f3\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9(CLI)\u306e\u3088\u3046\u306a\u5b9f\u884c\u74b0\u5883\u3068\u5bfe\u8a71\u3059\u308b\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u5fc5\u8981\u3068\u3059\u308b\u3002 \u672c\u7814\u7a76\u3067\u306f,\u74b0\u5883\u5c65\u6b74\u3092\u30b7\u30df\u30e5\u30ec\u30fc\u30c8\u3057,\u63a2\u7d22\u3059\u308b\u305f\u3081\u306b\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u63a1\u7528\u3059\u308b\u3053\u3068\u3092\u63d0\u6848\u3059\u308b\u3002 \u63d0\u6848\u624b\u6cd5\u306fCLI-Gym\u3068\u547d\u540d\u3055\u308c, \u74b0\u5883\u96c6\u7d04\u578b\u30bf\u30b9\u30af1,655\u4ef6\u304c\u62bd\u51fa\u3055\u308c, \u3053\u306e\u7a2e\u306e\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u3068\u3057\u3066\u306f\u6700\u5927\u3067\u3042\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2602.10999v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2602.10999v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Wed, 11 Feb 2026 16:22:18 GMT)<\/li>\n\n\n\n<li>\u300cWe introduce the first publicly available pipeline CLI- Gym for scalable derivation of environment-intensive tasks in agentic coding. \u2022 A collection of 1,655 environment-intensive tasks is built from 29 open-source repositories, serving as a good data source for LLM fine-tuning. \u300d\u300cWith a pilot study on fine-tuning with only 291 successful trajectories, we demonstrate highly competitive performance on the Terminal-Bench.\u300d\u3068CLI\u95a2\u9023\u306e\u30c7\u30fc\u30bf\u53ce\u96c6\u3068\u305d\u308c\u3092\u7528\u3044\u305f\u5f37\u5316\u306b\u95a2\u3059\u308b\u5831\u544a\u3002MCP\u3088\u308a\u3082\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u7684\u306b\u6709\u5229\u3068\u3044\u3046\u6307\u6458\u3082\u3042\u308a\u6ce8\u76ee\u3055\u308c\u3066\u3044\u308bLLM\/LRM\u306e\u5f37\u5316\u65b9\u6cd5\u3002\uff08\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u7684\u306b\u306f\u610f\u5916\u3068\u53b3\u3057\u3044\u7d50\u679c\u306b\u306a\u308b\u3053\u3068\u3082\u3057\u3070\u3057\u3070\u3060\u304c\u30fb\u30fb\u30fb\uff09<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/LiberCoders\/CLI-Gym\">GitHub &#8211; LiberCoders\/CLI-Gym: Official Implementation of &#8220;CLI-Gym: Scalable CLI Task Generation via Agentic Environment Inversion&#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":[695],"class_list":["post-8208","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-mcp"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/8208","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=8208"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/8208\/revisions"}],"predecessor-version":[{"id":8209,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/8208\/revisions\/8209"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=8208"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=8208"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=8208"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}