{"id":131654,"date":"2025-11-13T11:54:45","date_gmt":"2025-11-13T02:54:45","guid":{"rendered":"https:\/\/softantenna.com\/blog\/?p=131654"},"modified":"2025-11-13T11:54:45","modified_gmt":"2025-11-13T02:54:45","slug":"llm-learning-loop","status":"publish","type":"post","link":"https:\/\/softantenna.com\/blog\/llm-learning-loop\/","title":{"rendered":"\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u958b\u767a\u306b\u304a\u3051\u308b\u300c\u5b66\u3073\u306e\u30eb\u30fc\u30d7\u300d\u3068LLM\u306e\u5f79\u5272"},"content":{"rendered":"<p><img decoding=\"async\" src=\"https:\/\/softantenna.com\/blog\/wp-content\/uploads\/2025\/07\/vibecoding-1.jpg\" alt=\"\" width=\"1280\" height=\"853\" class=\"aligncenter size-full wp-image-130014\" \/><\/p>\n<p>LLM\u304c\u767b\u5834\u3057\u3001\u30b3\u30fc\u30c9\u3092\u66f8\u3051\u306a\u304f\u3066\u3082\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u3092\u4f5c\u6210\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u3063\u305f\u3068\u3044\u308f\u308c\u3066\u3044\u307e\u3059\u3002\u65e2\u5b58\u306e\u958b\u767a\u8005\u3082\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u306e\u624b\u9593\u3092\u6975\u529b\u6e1b\u3089\u3057\u3001\u8a2d\u8a08\u306b\u6ce8\u529b\u3059\u308b\u3053\u3068\u304c\u671b\u307e\u3057\u3044\u3068\u8a00\u308f\u308c\u3066\u3044\u307e\u3059\u304c\u3001\u305d\u308c\u306f\u306f\u305f\u3057\u3066\u771f\u5b9f\u306a\u306e\u3067\u3057\u3087\u3046\u304b\u3002<\/p>\n<p>Thoughtworks\u306eDistinguished Engineer\u3067\u3042\u308bUnmesh Joshi\u6c0f\u306f\u3001\u30d6\u30ed\u30b0\u8a18\u4e8b\u300c<a href=\"https:\/\/martinfowler.com\/articles\/llm-learning-loop.html\">The Learning Loop and LLMs<\/a>\u300d\u3092\u516c\u958b\u3057\u3001LLM\u6642\u4ee3\u306e\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u306e\u6709\u7528\u6027\u3092\u5f37\u8abf\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u8a18\u4e8b\u306b\u3088\u308b\u3068\u3001\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u958b\u767a\u306f\u3001\u7269\u7406\u5de5\u5b66\u306e\u3088\u3046\u306b\u8a2d\u8a08\u3068\u5b9f\u88c5\u3092\u5206\u96e2\u3067\u304d\u308b\u3082\u306e\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u8a2d\u8a08\u306f\u30b3\u30fc\u30c9\u3092\u66f8\u304f\u904e\u7a0b\u3067\u5f90\u3005\u306b\u660e\u3089\u304b\u306b\u306a\u308a\u3001\u5b9f\u88c5\u305d\u306e\u3082\u306e\u304c\u5b66\u3073\u306e\u624b\u6bb5\u3068\u306a\u308a\u307e\u3059\u3002\u958b\u767a\u8005\u306f\u5358\u306a\u308b\u5b9f\u88c5\u8005\u3067\u306f\u306a\u304f\u3001\u8a2d\u8a08\u3092\u767a\u898b\u3057\u3001\u5f62\u306b\u3057\u3066\u3044\u304f\u4e2d\u5fc3\u7684\u306a\u5b58\u5728\u306a\u306e\u3067\u3059\u3002<\/p>\n<p>\u8fd1\u5e74\u306e\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb(LLM)\u306e\u767b\u5834\u306b\u3088\u308a\u3001\u30b3\u30fc\u30c9\u751f\u6210\u304c\u4e00\u77ac\u3067\u884c\u3048\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u305f\u3002\u3057\u304b\u3057\u3001\u3053\u308c\u306f\u300c\u8a2d\u8a08\u304c\u7d42\u308f\u3063\u305f\u5f8c\u306b\u5b9f\u88c5\u3060\u3051\u3092\u81ea\u52d5\u5316\u3059\u308c\u3070\u3088\u3044\u300d\u3068\u3044\u3046\u8aa4\u89e3\u3092\u52a9\u9577\u3057\u304b\u306d\u307e\u305b\u3093\u3002\u8457\u8005\u306f\u3001\u81ea\u8eab\u306e\u5206\u6563\u30b7\u30b9\u30c6\u30e0\u69cb\u7bc9\u306e\u7d4c\u9a13\u3092\u901a\u3058\u3066\u3001LLM\u3092\u300c\u30a2\u30a4\u30c7\u30a2\u306e\u58c1\u6253\u3061\u76f8\u624b\u300d\u3068\u3057\u3066\u6d3b\u7528\u3059\u308b\u3053\u3068\u306e\u6709\u52b9\u6027\u3068\u9650\u754c\u3092\u5b9f\u611f\u3057\u3066\u3044\u308b\u3068\u4e3b\u5f35\u3057\u3066\u3044\u307e\u3059\u3002\u751f\u6210\u3055\u308c\u305f\u30b3\u30fc\u30c9\u306f\u3057\u3070\u3057\u3070\u610f\u56f3\u3068\u305a\u308c\u3001\u7d50\u5c40\u306f\u81ea\u5206\u3067\u66f8\u304d\u76f4\u3059\u5fc5\u8981\u304c\u3042\u3063\u305f\u304b\u3089\u3067\u3059\u3002<\/p>\n<h2>\u5b66\u3073\u306e\u30eb\u30fc\u30d7\uff1a\u89b3\u5bdf\u30fb\u5b9f\u9a13\u30fb\u5fdc\u7528<\/h2>\n<p>\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u958b\u767a\u306b\u304a\u3051\u308b\u5b66\u3073\u306f\u3001\u6b21\u306e3\u3064\u306e\u30b9\u30c6\u30c3\u30d7\u3092\u7e70\u308a\u8fd4\u3059\u30eb\u30fc\u30d7\u3067\u6210\u308a\u7acb\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<ul>\n<li><strong>\u89b3\u5bdf\u3068\u7406\u89e3<\/strong>\uff1a\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3084\u65e2\u5b58\u30b3\u30fc\u30c9\u3092\u8aad\u307f\u3001\u4ed5\u7d44\u307f\u3092\u628a\u63e1\u3059\u308b\u3002<\/li>\n<li><strong>\u5b9f\u9a13\u3068\u8a66\u884c<\/strong>\uff1a\u5b9f\u969b\u306b\u30b3\u30fc\u30c9\u3092\u66f8\u3044\u3066\u52d5\u304b\u3057\u3001\u624b\u3092\u52d5\u304b\u3057\u3066\u7406\u89e3\u3092\u6df1\u3081\u308b\u3002<\/li>\n<li><strong>\u60f3\u8d77\u3068\u5fdc\u7528<\/strong>\uff1a\u65b0\u305f\u306a\u8ab2\u984c\u306b\u76f4\u9762\u3057\u305f\u3068\u304d\u3001\u904e\u53bb\u306e\u7d4c\u9a13\u3092\u5f15\u304d\u51fa\u3057\u3066\u5fdc\u7528\u3059\u308b\u3002<\/li>\n<\/ul>\n<p>\u3053\u306e\u30eb\u30fc\u30d7\u3092\u56de\u3059\u3053\u3068\u3067\u3001\u77e5\u8b58\u306f\u65ad\u7247\u304b\u3089\u5b9f\u8df5\u7684\u306a\u30b9\u30ad\u30eb\u3078\u3068\u6607\u83ef\u3057\u307e\u3059\u3002<\/p>\n<h2>LLM\u306f\u300c\u59cb\u3081\u308b\u30cf\u30fc\u30c9\u30eb\u300d\u3092\u4e0b\u3052\u308b\u304c\u2026<\/h2>\n<p>LLM\u306f\u3001\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u521d\u671f\u6bb5\u968e\u3067\u7279\u306b\u6709\u52b9\u3067\u3059\u3002\u4f9d\u5b58\u95a2\u4fc2\u306e\u89e3\u6c7a\u3084\u30d3\u30eb\u30c9\u30d5\u30a1\u30a4\u30eb\u306e\u4f5c\u6210\u306a\u3069\u3001\u9762\u5012\u306a\u521d\u671f\u8a2d\u5b9a\u3092\u30b9\u30e0\u30fc\u30ba\u306b\u9032\u3081\u308b\u624b\u52a9\u3051\u3092\u3057\u3066\u304f\u308c\u308b\u304b\u3089\u3067\u3059\u3002\u3057\u304b\u3057\u3001\u300cHello, World\u300d\u304c\u52d5\u3044\u305f\u77ac\u9593\u304b\u3089\u304c\u672c\u5f53\u306e\u52dd\u8ca0\u3068\u306a\u308a\u3001\u305d\u3053\u304b\u3089\u5148\u306f\u3001\u8a66\u884c\u932f\u8aa4\u3068\u5b66\u3073\u306e\u9023\u7d9a\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>\u30ed\u30fc\u30b3\u30fc\u30c9\u3084\u30b9\u30bf\u30fc\u30bf\u30fc\u30ad\u30c3\u30c8\u3001LLM\u306b\u3088\u308b\u30b3\u30fc\u30c9\u751f\u6210\u306f\u3001\u521d\u671f\u306e\u958b\u767a\u30b9\u30d4\u30fc\u30c9\u3092\u98db\u8e8d\u7684\u306b\u9ad8\u3081\u307e\u3059\u3002\u3057\u304b\u3057\u3001\u305d\u308c\u3089\u306f\u591a\u304f\u306e\u8a2d\u8a08\u5224\u65ad\u3084\u6587\u8108\u3092\u300c\u5727\u7e2e\u300d\u3057\u3066\u63d0\u4f9b\u3057\u3066\u3044\u308b\u306b\u904e\u304e\u307e\u305b\u3093\u3002\u5c11\u3057\u3067\u3082\u8981\u4ef6\u304c\u5916\u308c\u308b\u3068\u3001\u30d6\u30e9\u30c3\u30af\u30dc\u30c3\u30af\u30b9\u5316\u3057\u305f\u30b3\u30fc\u30c9\u306e\u7406\u89e3\u306b\u81a8\u5927\u306a\u6642\u9593\u304c\u304b\u304b\u308a\u3001\u304b\u3048\u3063\u3066\u751f\u7523\u6027\u304c\u843d\u3061\u3066\u3057\u307e\u3046\u306e\u3067\u3059\u3002\u3053\u308c\u304c\u300c\u4fdd\u5b88\u306e\u5d16\u300d\u3068\u547c\u3070\u308c\u308b\u73fe\u8c61\u3067\u3059\u3002<\/p>\n<p>LLM\u306e\u3082\u3046\u4e00\u3064\u306e\u5f37\u307f\u306f\u3001\u81ea\u7136\u8a00\u8a9e\u304b\u3089\u3055\u307e\u3056\u307e\u306a\u6280\u8853\u7684\u8a00\u8a9e\uff08Gradle\u3001SVG\u3001vmstat\u306a\u3069\uff09\u3078\u306e\u7ffb\u8a33\u80fd\u529b\u3067\u3059\u3002\u4eba\u9593\u306e\u610f\u56f3\u3092\u30b3\u30fc\u30c9\u306b\u5909\u63db\u3059\u308b\u529b\u306f\u78ba\u304b\u306b\u9b45\u529b\u7684\u3067\u3059\u304c\u3001\u305d\u308c\u306f\u3042\u304f\u307e\u3067\u300c\u7ffb\u8a33\u306e\u6d41\u66a2\u3055\u300d\u3067\u3042\u308a\u3001\u300c\u8a00\u8a9e\u306e\u7406\u89e3\u300d\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n<p>\u540c\u6c0f\u306f\u3001\u5404\u6280\u8853\u306e\u8a2d\u8a08\u601d\u60f3\u3084\u5236\u7d04\u3092\u5b66\u3076\u3053\u3068\u3053\u305d\u304c\u3001\u5909\u66f4\u306b\u5f37\u3044\u30b7\u30b9\u30c6\u30e0\u3092\u4f5c\u308b\u9375\u306b\u306a\u308b\u3068\u5f37\u8abf\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<h2>\u30c4\u30fc\u30eb\u306f\u9032\u5316\u3057\u3066\u3082\u3001\u5b66\u3073\u306e\u672c\u8cea\u306f\u5909\u308f\u3089\u306a\u3044<\/h2>\n<p>LLM\u306f\u3001\u63a2\u7d22\u3084\u521d\u671f\u8a2d\u5b9a\u3092\u6ed1\u3089\u304b\u306b\u3057\u3001\u958b\u767a\u306e\u5165\u308a\u53e3\u3092\u5e83\u3052\u3066\u304f\u308c\u307e\u3059\u3002\u3057\u304b\u3057\u3001\u771f\u306e\u529b\u306f\u300c\u5b66\u3073\u306e\u30eb\u30fc\u30d7\u300d\u3092\u56de\u3057\u7d9a\u3051\u308b\u3053\u3068\u3067\u3057\u304b\u5f97\u3089\u308c\u307e\u305b\u3093\u3002\u30c4\u30fc\u30eb\u304c\u3069\u308c\u3060\u3051\u9032\u5316\u3057\u3066\u3082\u3001\u6df1\u3044\u7406\u89e3\u3068\u7d4c\u9a13\u306b\u88cf\u6253\u3061\u3055\u308c\u305f\u5224\u65ad\u529b\u3053\u305d\u304c\u3001\u6301\u7d9a\u53ef\u80fd\u306a\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u958b\u767a\u3092\u652f\u3048\u308b\u306e\u3067\u3059\u3002<\/p>\n<p><a href=\"https:\/\/news.ycombinator.com\/item?id=45841056\">Hacker News<\/a>\u3067\u3082\u3053\u306e\u8a18\u4e8b\u306b\u95a2\u3059\u308b\u8b70\u8ad6\u304c\u884c\u308f\u308c\u3066\u304a\u308a\u300c\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u958b\u767a\uff1d\u5b66\u3073\u306e\u884c\u70ba\u300d\u3068\u3044\u3046\u4e3b\u5f35\u306b\u5171\u611f\u304c\u5bc4\u305b\u3089\u3066\u3044\u307e\u3059\u3002Alan Kay\u306e\u601d\u60f3\u3084\u5efa\u7bc9\u5bb6\u30af\u30ea\u30b9\u30c8\u30d5\u30a1\u30fc\u30fb\u30a2\u30ec\u30b0\u30b6\u30f3\u30c0\u30fc\u306e\u8457\u66f8\u300eA Pattern Language\u300f\u3078\u306e\u8a00\u53ca\u3082\u898b\u3089\u308c\u307e\u3057\u305f\u3002\u8208\u5473\u306e\u3042\u308b\u65b9\u306f\u53c2\u7167\u3057\u3066\u307f\u308b\u3053\u3068\u3092\u304a\u3059\u3059\u3081\u3057\u307e\u3059\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>LLM\u304c\u767b\u5834\u3057\u3001\u30b3\u30fc\u30c9\u3092\u66f8\u3051\u306a\u304f\u3066\u3082\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u3092\u4f5c\u6210\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u3063\u305f\u3068\u3044\u308f\u308c\u3066\u3044\u307e\u3059\u3002\u65e2\u5b58\u306e\u958b\u767a\u8005\u3082\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u306e\u624b\u9593\u3092\u6975\u529b\u6e1b\u3089\u3057\u3001\u8a2d\u8a08\u306b\u6ce8\u529b\u3059\u308b\u3053\u3068\u304c\u671b\u307e\u3057\u3044\u3068\u8a00\u308f\u308c\u3066\u3044\u307e\u3059\u304c\u3001\u305d\u308c\u306f\u306f\u305f\u3057\u3066\u771f\u5b9f\u306a\u306e\u3067\u3057\u3087\u3046\u304b\u3002  [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":130014,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"swell_btn_cv_data":"","footnotes":""},"categories":[75],"tags":[4817,1414],"class_list":["post-131654","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-software","tag-llm","tag-programming"],"_links":{"self":[{"href":"https:\/\/softantenna.com\/blog\/wp-json\/wp\/v2\/posts\/131654","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/softantenna.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/softantenna.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/softantenna.com\/blog\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/softantenna.com\/blog\/wp-json\/wp\/v2\/comments?post=131654"}],"version-history":[{"count":0,"href":"https:\/\/softantenna.com\/blog\/wp-json\/wp\/v2\/posts\/131654\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/softantenna.com\/blog\/wp-json\/wp\/v2\/media\/130014"}],"wp:attachment":[{"href":"https:\/\/softantenna.com\/blog\/wp-json\/wp\/v2\/media?parent=131654"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/softantenna.com\/blog\/wp-json\/wp\/v2\/categories?post=131654"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/softantenna.com\/blog\/wp-json\/wp\/v2\/tags?post=131654"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}