{"id":6842,"date":"2025-06-03T06:29:00","date_gmt":"2025-06-02T21:29:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=6842"},"modified":"2025-06-01T07:37:04","modified_gmt":"2025-05-31T22:37:04","slug":"the-real-barrier-to-llm-agent-usability-is-agentic-roi","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=6842","title":{"rendered":"The Real Barrier to LLM Agent Usability is Agentic ROI"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>The Real Barrier to LLM Agent Usability is Agentic ROI\u00a0<\/strong>[110.3]<br>\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb(LLM)\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306f\u3001\u4eba\u9593\u3068AI\u306e\u76f8\u4e92\u4f5c\u7528\u306b\u304a\u3044\u3066\u6709\u671b\u306a\u5909\u5316\u3092\u793a\u3059\u3002 \u6211\u3005\u306f\u3001\u9700\u8981\u306e\u9ad8\u3044\u30de\u30b9\u30de\u30fc\u30b1\u30c3\u30c8\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u304a\u3044\u3066\u3001\u91cd\u8981\u306a\u30e6\u30fc\u30b6\u30d3\u30ea\u30c6\u30a3\u30ae\u30e3\u30c3\u30d7\u3092\u5f37\u8abf\u3057\u307e\u3059\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2505.17767v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2505.17767v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Fri, 23 May 2025 11:40:58 GMT)<\/li>\n\n\n\n<li>\u300cwe argue that the key barrier to the practical usability of LLM agents lies not in model capability alone, but in maximizing the value an agent can provide, while minimizing the costs incurred during real-world use.\u300d\u3068\u3044\u3046\u3054\u3082\u3063\u3068\u306a\u4e3b\u5f35\u3067\u3001\u305d\u308c\u3092\u6e2c\u308b\u30e1\u30c8\u30ea\u30af\u30b9\u3068\u3057\u3066Agentic ROI\u3092\u63d0\u6848\u3002\u300cThe massive user demand and the low Agentic ROI highlight a critical usability gap in everyday, mass-market applications.\u300d\u306f\u305d\u306e\u901a\u308a\u3068\u601d\u3046\u3002<\/li>\n\n\n\n<li>\u8272\u3005\u958b\u767a\u3057\u3066\u3044\u308b\u5074\u3068\u3057\u3066\u306f\u300cIn particular, the current generation of LLM agents focuses on specialized, professional tasks such as software development [97] and scientific research [24, 65], where the typical users are already domain experts and occasional errors are acceptable. As a result, these agents remain largely out of reach for the general public, who may lack the necessary expertise.\u300d\u3082\u305d\u306e\u901a\u308a\u3067\u8033\u304c\u75db\u3044\u30fb\u30fb\u30fb<\/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],"class_list":["post-6842","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-autonomous-agent"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6842","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=6842"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6842\/revisions"}],"predecessor-version":[{"id":6843,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6842\/revisions\/6843"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=6842"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=6842"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=6842"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}