{"id":21976,"date":"2025-11-02T15:40:21","date_gmt":"2025-11-02T15:40:21","guid":{"rendered":"https:\/\/pokecon.jp\/job\/?p=21976"},"modified":"2025-11-02T15:40:21","modified_gmt":"2025-11-02T15:40:21","slug":"ai-%e5%8d%94%e6%a5%ad%e9%96%8b%e7%99%ba%e7%92%b0%e5%a2%83%e3%81%ae%e6%a7%8b%e7%af%89%e8%a1%93%ef%bd%9c%e3%83%a2%e3%83%8e%e3%83%ac%e3%83%9d%e3%81%a7%e3%83%93%e3%83%ab%e3%83%89%e6%99%82%e9%96%93","status":"publish","type":"post","link":"https:\/\/pokecon.jp\/job\/21976\/","title":{"rendered":"AI \u5354\u696d\u958b\u767a\u74b0\u5883\u306e\u69cb\u7bc9\u8853\uff5c\u30e2\u30ce\u30ec\u30dd\u3067\u30d3\u30eb\u30c9\u6642\u9593\u3092\u5927\u5e45\u77ed\u7e2e\u3059\u308b CLAUDE.md \u6d3b\u7528\u6cd5"},"content":{"rendered":"\n<\/p>\n<div id=\"\">\n<h2 class=\"wp-block-heading\"><span id=\"hajimeni\">\u306f\u3058\u3081\u306b<\/span><\/h2>\n<p>\u3069\u3082\uff01\u6700\u8fd1\u306f Claude Code \u3068\u3082\u306b\u958b\u767a\u3092\u9032\u3081\u3066\u3001with AI \u3067\u306e\u751f\u6d3b\u306b\u3069\u3063\u3077\u308a\u3060\u3063\u305f\u306e\u3067\u3059\u304c 2025 \u5e74\u3082\u7de0\u3081\u3068\u3044\u3046\u3053\u3068\u3067\u8caf\u307e\u3063\u305f\u691c\u8a3c\u3092\u4e00\u6c17\u306b\u8a18\u4e8b\u5316\u3057\u3066\u3044\u308b\u9f8d\u3061\u3083\u3093\u3067\u3059\u3002\u691c\u8a3c\u304c\u305f\u307e\u3063\u3066\u3044\u305f\u306e\u3067\u300111 \u6708\u3068 12 \u6708\u306f\u5927\u91cf\u306b\u30d6\u30ed\u30b0\u3092\u66f8\u304f\u7fbd\u76ee\u306b\u306a\u308a\u305d\u3046\u3067\u3059\u306d\u3002\u30b4\u30ea\u30b4\u30ea\u57f7\u7b46\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u306d\uff01<\/p>\n<p>\u7686\u3055\u3093\u3001AI\uff08Claude Code \u7b49\uff09\u3068\u4e00\u7dd2\u306b\u958b\u767a\u3057\u3066\u308b\u3068\u3001\u3053\u3093\u306a\u60a9\u307f\u3042\u308a\u307e\u305b\u3093\u304b\uff1f<\/p>\n<ul class=\"wp-block-list is-style-sango-list-main-color\">\n<li><strong>\u300c\u3053\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3001\u3069\u3046\u3044\u3046\u69cb\u6210\u306b\u306a\u3063\u3066\u308b\u306e\uff1f\u300d\u3068 AI \u306b\u6bce\u56de\u8aac\u660e\u3059\u308b\u306e\u304c\u9762\u5012<\/strong><\/li>\n<li><strong>\u30d5\u30a1\u30a4\u30eb\u304c\u591a\u3059\u304e\u3066 AI \u304c\u6df7\u4e71\u3057\u3066\u3001\u7684\u5916\u308c\u306a\u63d0\u6848\u3092\u3057\u3066\u304f\u308b<\/strong><\/li>\n<li><strong>\u30e2\u30ce\u30ec\u30dd\u306b\u3057\u305f\u3051\u3069\u3001\u5168\u90e8\u306e\u30a2\u30d7\u30ea\u304c\u6bce\u56de\u30d3\u30eb\u30c9\u3055\u308c\u3066\u6642\u9593\u304c\u304b\u304b\u308b<\/strong><\/li>\n<\/ul>\n<p>\u50d5\u3082\u4ee5\u524d\u306f\u3053\u308c\u3089\u306e\u8ab2\u984c\u306b\u60a9\u307e\u3055\u308c\u3066\u3044\u307e\u3057\u305f\u3002\u7279\u306b\u3001<strong>\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u304c\u5927\u304d\u304f\u306a\u308b\u307b\u3069\u3001AI \u304c\u5168\u4f53\u50cf\u3092\u628a\u63e1\u3057\u3065\u3089\u304f\u306a\u308b<\/strong>\u3068\u3044\u3046\u554f\u984c\u304c\u6df1\u523b\u3067\u3057\u305f\u3002<\/p>\n<p>\u305d\u3053\u3067\u69cb\u7bc9\u3057\u305f\u306e\u304c\u3001<strong>CLAUDE.md \u968e\u5c64\u69cb\u9020<\/strong>\u3092\u6838\u3068\u3057\u305f\u30e2\u30ce\u30ec\u30dd\u74b0\u5883\u3067\u3059\u3002\u3053\u306e\u74b0\u5883\u306b\u3088\u308a\u3001\u4ee5\u4e0b\u306e\u6210\u679c\u3092\u5f97\u3089\u308c\u307e\u3057\u305f\uff1a<\/p>\n<p>\u2705 <strong>AI \u304c\u81ea\u5f8b\u7684\u306b\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u69cb\u6210\u3092\u7406\u89e3<\/strong>\uff08CLAUDE.md \u968e\u5c64\u69cb\u9020\uff09<br \/>\u2705 <strong>CI\/CD \u30d3\u30eb\u30c9\u6642\u9593 58%\u524a\u6e1b<\/strong>\uff08paths \u30d5\u30a3\u30eb\u30bf\u306b\u3088\u308b\u6700\u9069\u5316\uff09<br \/>\u2705 <strong>\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u304c\u81ea\u7136\u306b\u84c4\u7a4d<\/strong>\uff084 \u30d5\u30a7\u30fc\u30ba\u30ef\u30fc\u30af\u30d5\u30ed\u30fc: \u8a08\u753b \u2192 \u5b9f\u88c5 \u2192 \u7814\u7a76\u8a18\u9332 \u2192 \u8a18\u4e8b\u5316\uff09<\/p>\n<p><strong>\u672c\u8a18\u4e8b\u3067\u7d39\u4ecb\u3059\u308b\u74b0\u5883\u306f\u3001\u5b9f\u969b\u306b\u7a3c\u50cd\u4e2d\u306e\u30b7\u30b9\u30c6\u30e0\u3067\u5b9f\u8df5\u3057\u3066\u3044\u308b\u5185\u5bb9\u3067\u3059\u3002<\/strong> \u3053\u306e\u30e2\u30ce\u30ec\u30dd\u3067\u958b\u767a\u3057\u3066\u3044\u308b\u30b7\u30b9\u30c6\u30e0\u306e\u8a73\u7d30\u306b\u3064\u3044\u3066\u306f\u3001<a target=\"_blank\" href=\"https:\/\/tech-lab.sios.jp\/archives\/49981\" target=\"_blank\" rel=\"noopener\" title=\"\">AI \u30c1\u30e3\u30c3\u30c8\u3067\u8a71\u3059\u3060\u3051!X \u4e88\u7d04\u6295\u7a3f\u3092\u5b8c\u5168\u81ea\u52d5\u5316\u3059\u308b\u30b7\u30b9\u30c6\u30e0\u69cb\u7bc9\u8853<\/a>\u3067\u89e3\u8aac\u3057\u3066\u3044\u307e\u3059\uff08\u30ea\u30dd\u30b8\u30c8\u30ea\u306f\u975e\u516c\u958b\uff09\u3002<\/p>\n<p>\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001<strong>\u30e2\u30ce\u30ec\u30dd\u69cb\u6210\u3068 AI \u5354\u696d\u958b\u767a\u3092\u6700\u9069\u5316\u3059\u308b\u74b0\u5883\u8a2d\u8a08<\/strong>\u306b\u3064\u3044\u3066\u3001\u5b9f\u969b\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u69cb\u6210\u3068\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3092\u4ea4\u3048\u306a\u304c\u3089\u89e3\u8aac\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n<h3 class=\"wp-block-heading\"><span id=\"ji_shino_wei_zhidzuke\">\u8a18\u4e8b\u306e\u4f4d\u7f6e\u3065\u3051<\/span><\/h3>\n<p><strong>\u524d\u63d0\u3068\u306a\u308b\u77e5\u8b58\uff08\u5148\u306b\u8aad\u3080\u3079\u304d\u8a18\u4e8b\uff09<\/strong>:<\/p>\n<p>\u672c\u8a18\u4e8b\u3067\u7d39\u4ecb\u3059\u308b 4 \u30d5\u30a7\u30fc\u30ba\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306f\u3001\u4ee5\u4e0b\u306e\u8a18\u4e8b\u3067\u89e3\u8aac\u3057\u305f 3 \u30d5\u30a7\u30fc\u30ba\u958b\u767a\u3092\u57fa\u76e4\u306b\u69cb\u7bc9\u3055\u308c\u3066\u3044\u307e\u3059\uff1a<\/p>\n<ul class=\"wp-block-list is-style-sango-list-main-color\">\n<li><strong>3 \u30d5\u30a7\u30fc\u30ba\u958b\u767a\u306e\u57fa\u672c\u3092\u5b66\u3076<\/strong>: <a target=\"_blank\" href=\"https:\/\/tech-lab.sios.jp\/archives\/49140\" target=\"_blank\" rel=\"noopener\" title=\"\">Claude Code \u9769\u547d\uff013 \u30d5\u30a7\u30fc\u30ba\u958b\u767a\u3067\u52b9\u7387\u7684\u306a\u958b\u767a\uff1a\u8a08\u753b \u2192 \u5b9f\u88c5 \u2192 \u691c\u8a3c\u8853<\/a>\n<ul class=\"wp-block-list is-style-sango-list-main-color\">\n<li>\u8a08\u753b \u2192 \u5b9f\u88c5 \u2192 \u691c\u8a3c\u306e 3 \u30d5\u30a7\u30fc\u30ba\u30ef\u30fc\u30af\u30d5\u30ed\u30fc<\/li>\n<li>\/docs\/ \u3068 \/application\/ \u306e\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u5206\u96e2<\/li>\n<li>\u5c0f\u898f\u6a21\u30b7\u30b9\u30c6\u30e0\u3092 30 \u5206\u3067\u5b9f\u88c5\u3059\u308b\u5b9f\u4f8b<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u8a08\u753b\u30d5\u30a7\u30fc\u30ba\u306e\u8a73\u7d30\u3092\u5b66\u3076<\/strong>: <a target=\"_blank\" href=\"https:\/\/tech-lab.sios.jp\/archives\/49148\" target=\"_blank\" rel=\"noopener\" title=\"\">AI \u5354\u50cd\u3067\u4ed5\u69d8\u66f8\u30a2\u30ec\u30eb\u30ae\u30fc\u514b\u670d\uff01\u958b\u767a\u6642\u9593\u3092 1 \u9031\u9593 \u21922 \u65e5\u306b\u77ed\u7e2e\u3059\u308b\u5b9f\u8df5\u6cd5<\/a>\n<ul class=\"wp-block-list is-style-sango-list-main-color\">\n<li>CLAUDE.md \u306b\u3088\u308b\u4ed5\u69d8\u66f8\u4f5c\u6210\u30eb\u30fc\u30eb<\/li>\n<li>AI \u3068\u306e\u5354\u50cd\u30ec\u30d3\u30e5\u30fc\u30d7\u30ed\u30bb\u30b9<\/li>\n<li>\u958b\u767a\u6642\u9593\u3092 1 \u9031\u9593 \u21922 \u65e5\u306b\u77ed\u7e2e\u3057\u305f\u5b9f\u8df5\u6cd5<\/li>\n<\/ul>\n<\/li>\n<li><strong>4 \u30d5\u30a7\u30fc\u30ba\u3078\u306e\u62e1\u5f35\u3092\u5b66\u3076<\/strong>: <a target=\"_blank\" href=\"https:\/\/tech-lab.sios.jp\/archives\/50103\" target=\"_blank\" rel=\"noopener\" title=\"\">\u691c\u8a3c \u2192 \u8a18\u4e8b\u5316\u3067\u77e5\u898b\u3092\u8cc7\u7523\u5316\uff01Claude Code\u00d7RAG \u3082\u3069\u304d\u3067 AI \u6280\u8853\u30d6\u30ed\u30b0\u57f7\u7b46\u3092\u52b9\u7387\u5316<\/a>\n<ul class=\"wp-block-list is-style-sango-list-main-color\">\n<li>\u30d5\u30a7\u30fc\u30ba 4\uff08\u8a18\u4e8b\u5316\uff09\u306e\u8ffd\u52a0\u306b\u3088\u308b\u77e5\u898b\u306e\u8cc7\u7523\u5316<\/li>\n<li>RAG \u3082\u3069\u304d\u30b7\u30b9\u30c6\u30e0\u3067\u30c8\u30fc\u30af\u30f3\u6570 50-60%\u524a\u6e1b<\/li>\n<li>\u6587\u4f53\u88dc\u6b63\u30b7\u30b9\u30c6\u30e0\u3067\u4e00\u8cab\u3057\u305f\u8a18\u4e8b\u54c1\u8cea\u3092\u5b9f\u73fe<\/li>\n<li>\u8a18\u4e8b\u57f7\u7b46\u6642\u9593 50%\u524a\u6e1b\u3001\u91cd\u8907\u30c1\u30a7\u30c3\u30af 83%\u524a\u6e1b<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p><strong>\u6280\u8853\u57fa\u76e4<\/strong>:<\/p>\n<ul class=\"wp-block-list is-style-sango-list-main-color\">\n<li><strong>\u578b\u5b89\u5168\u306a API \u958b\u767a\u3092\u5b66\u3076<\/strong>: <a target=\"_blank\" href=\"https:\/\/tech-lab.sios.jp\/archives\/49157\" target=\"_blank\" rel=\"noopener\" title=\"\">AI \u3068\u7206\u901f\u958b\u767a\uff01Next.js\u00d7Nest.js \u578b\u5b9a\u7fa9\u540c\u671f\u306e\u81ea\u52d5\u751f\u6210\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u69cb\u7bc9\u8853<\/a>\n<ul class=\"wp-block-list is-style-sango-list-main-color\">\n<li>Backend DTOs \u2192 OpenAPI \u2192 Frontend Types \u306e\u81ea\u52d5\u751f\u6210<\/li>\n<li>Single Source of Truth \u306b\u3088\u308b\u578b\u30ba\u30ec\u30bc\u30ed\u306e\u5b9f\u73fe<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h2 class=\"wp-block-heading\"><span id=\"kono_ji_shide_xueberukoto\">\u3053\u306e\u8a18\u4e8b\u3067\u5b66\u3079\u308b\u3053\u3068<\/span><\/h2>\n<p>\u3053\u306e\u8a18\u4e8b\u3092\u8aad\u3080\u3053\u3068\u3067\u3001\u4ee5\u4e0b\u306e\u77e5\u8b58\u3068\u30b9\u30ad\u30eb\u304c\u5f97\u3089\u308c\u307e\u3059\uff1a<\/p>\n<h3 class=\"wp-block-heading\"><span id=\"zhu_yaonapointo\">\ud83c\udfaf \u4e3b\u8981\u306a\u30dd\u30a4\u30f3\u30c8<\/span><\/h3>\n<ol class=\"wp-block-list is-style-sango-list-stitch-blue\">\n<li><strong>\u30e2\u30ce\u30ec\u30dd\u69cb\u6210\u3068 AI \u5354\u696d\u958b\u767a\u306e\u76f8\u6027<\/strong><br \/>\u306a\u305c\u30e2\u30ce\u30ec\u30dd\u304c AI \u5354\u696d\u306b\u9069\u3057\u3066\u3044\u308b\u306e\u304b\u3001\u5b9f\u4f53\u9a13\u3092\u3082\u3068\u306b\u89e3\u8aac<\/li>\n<li><strong>CLAUDE.md \u968e\u5c64\u69cb\u9020\u306b\u3088\u308b\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u7ba1\u7406<\/strong><br \/>9 \u3064\u306e CLAUDE.md \u30d5\u30a1\u30a4\u30eb\u3067 AI \u306b\u9069\u5207\u306a\u60c5\u5831\u3092\u63d0\u4f9b\u3059\u308b\u8a2d\u8a08<\/li>\n<li><strong>paths \u30d5\u30a3\u30eb\u30bf\u306b\u3088\u308b CI\/CD \u6700\u9069\u5316<\/strong><br \/>\u5909\u66f4\u3055\u308c\u305f\u30a2\u30d7\u30ea\u306e\u307f\u30d3\u30eb\u30c9\u3059\u308b\u3053\u3068\u3067\u30d3\u30eb\u30c9\u6642\u9593 58%\u524a\u6e1b<\/li>\n<li><strong>4 \u30d5\u30a7\u30fc\u30ba\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306b\u3088\u308b\u77e5\u898b\u306e\u8cc7\u7523\u5316<\/strong><br \/>\u8a08\u753b \u2192 \u5b9f\u88c5 \u2192 \u7814\u7a76\u8a18\u9332 \u2192 \u8a18\u4e8b\u5316\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u99c6\u52d5\u578b\u958b\u767a<\/li>\n<\/ol>\n<h3 class=\"wp-block-heading\"><span id=\"shi_jian_denatekunikku\">\ud83d\udca1 \u5b9f\u8df5\u7684\u306a\u30c6\u30af\u30cb\u30c3\u30af<\/span><\/h3>\n<ul class=\"wp-block-list is-style-sango-list-main-color\">\n<li>AI \u304c\u7406\u89e3\u3057\u3084\u3059\u3044\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u69cb\u9020\u3068\u547d\u540d\u898f\u5247<\/li>\n<li>GitHub Actions paths \u30d5\u30a3\u30eb\u30bf\u306e\u6d3b\u7528<\/li>\n<li>\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u99c6\u52d5\u578b\u958b\u767a\u306b\u3088\u308b\u77e5\u898b\u306e\u84c4\u7a4d<\/li>\n<\/ul>\n<h2 class=\"wp-block-heading\"><span id=\"qian_ti_tiao_jian\">\u524d\u63d0\u6761\u4ef6<\/span><\/h2>\n<p>\u3053\u306e\u8a18\u4e8b\u306f\u3001<strong>\u30e2\u30ce\u30ec\u30dd\u69cb\u6210\u3068 AI \u5354\u696d\u958b\u767a\u74b0\u5883\u306e\u8a2d\u8a08\u30fb\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3<\/strong>\u306b\u7126\u70b9\u3092\u5f53\u3066\u3066\u3044\u307e\u3059\u3002<\/p>\n<h3 class=\"wp-block-heading\"><span id=\"qian_ti_zhi_shi_aruto_wangmashii\">\u524d\u63d0\u77e5\u8b58\uff08\u3042\u308b\u3068\u671b\u307e\u3057\u3044\uff09<\/span><\/h3>\n<ul class=\"wp-block-list is-style-sango-list-main-color\">\n<li><strong>AI \u958b\u767a\u30c4\u30fc\u30eb\u306e\u4f7f\u7528\u7d4c\u9a13<\/strong>\n<ul class=\"wp-block-list is-style-sango-list-main-color\">\n<li>Claude Code\u3001GitHub Copilot\u3001Cursor \u7b49\u306e AI \u958b\u767a\u652f\u63f4\u30c4\u30fc\u30eb\u3092\u4f7f\u3063\u305f\u958b\u767a\u7d4c\u9a13<\/li>\n<li>AI \u306b\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u6295\u3052\u3066\u30b3\u30fc\u30c9\u3092\u751f\u6210\u3057\u305f\u7d4c\u9a13<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u30e2\u30ce\u30ec\u30dd\u306e\u57fa\u790e\u77e5\u8b58<\/strong>\n<ul class=\"wp-block-list is-style-sango-list-main-color\">\n<li>\u8907\u6570\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092 1 \u3064\u306e\u30ea\u30dd\u30b8\u30c8\u30ea\u3067\u7ba1\u7406\u3059\u308b\u6982\u5ff5\u306e\u7406\u89e3<\/li>\n<li>\uff08\u521d\u3081\u3066\u306e\u65b9\u3067\u3082\u3001\u8a18\u4e8b\u3092\u8aad\u307f\u9032\u3081\u308b\u3053\u3068\u3067\u7406\u89e3\u3067\u304d\u307e\u3059\uff09<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3 class=\"wp-block-heading\"><span id=\"ben_ji_shide_xiwanaikoto\">\u672c\u8a18\u4e8b\u3067\u6271\u308f\u306a\u3044\u3053\u3068<\/span><\/h3>\n<p>\u274c \u30e2\u30ce\u30ec\u30dd\u30c4\u30fc\u30eb\uff08Turborepo\u3001Nx \u7b49\uff09\u306e\u8a73\u7d30\u6bd4\u8f03<br \/>\u274c Azure \u74b0\u5883\u306e\u8a73\u7d30\u306a\u30bb\u30c3\u30c8\u30a2\u30c3\u30d7\u624b\u9806<br \/>\u274c \u5404\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\uff08NestJS\u3001Next.js \u7b49\uff09\u306e\u5b9f\u88c5\u8a73\u7d30<br \/>\u274c \u578b\u5b89\u5168\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306e\u5b9f\u88c5\u8a73\u7d30\uff08<a target=\"_blank\" href=\"https:\/\/tech-lab.sios.jp\/archives\/49157\" target=\"_blank\" rel=\"noopener\" title=\"\">\u578b\u5b89\u5168\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306e\u8a18\u4e8b<\/a>\u3067\u89e3\u8aac\uff09<\/p>\n<p><strong>\u203b\u672c\u8a18\u4e8b\u306f\u69cb\u6210\u3068\u8a2d\u8a08\u306b\u7126\u70b9\u3092\u5f53\u3066\u3066\u304a\u308a\u3001\u5b9f\u88c5\u306e\u8a73\u7d30\u306f\u95a2\u9023\u8a18\u4e8b\u3067\u89e3\u8aac\u3057\u3066\u3044\u307e\u3059\u3002<\/strong><\/p>\n<h2 class=\"wp-block-heading\"><span id=\"purojekuto_quan_ti_xiang\">\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u5168\u4f53\u50cf<\/span><\/h2>\n<p>\u307e\u305a\u306f\u3001\u5b9f\u969b\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u69cb\u6210\u3092\u898b\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n<h3 class=\"wp-block-heading\"><span id=\"monorepo_gou_chengno_4_tsunoapurikeshon\">\u30e2\u30ce\u30ec\u30dd\u69cb\u6210\u306e 4 \u3064\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3<\/span><\/h3>\n<p>\u3053\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306f\u3001<strong>4 \u3064\u306e\u72ec\u7acb\u3057\u305f\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3<\/strong>\u3092\u30e2\u30ce\u30ec\u30dd\u3067\u7ba1\u7406\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<div id=\"id-3bf46cf2-6611-439f-b5d8-5820c46d2d29\">\n<figure class=\"wp-block-table\">\n<div class=\"s_table\"><table class=\"has-fixed-layout\">\n<thead>\n<tr>\n<th>\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3<\/th>\n<th>\u6280\u8853\u30b9\u30bf\u30c3\u30af<\/th>\n<th>\u30c7\u30d7\u30ed\u30a4\u5148<\/th>\n<th>GitHub Actions<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><strong>Frontend<\/strong><\/td>\n<td>Next.js 15, React 19, TypeScript 5<\/td>\n<td>Azure Static Web Apps<\/td>\n<td><code>frontend-swa-deploy.yml<\/code><\/td>\n<\/tr>\n<tr>\n<td><strong>Backend<\/strong><\/td>\n<td>NestJS 11, Node.js 22, TypeScript 5<\/td>\n<td>Azure Web Apps (Docker)<\/td>\n<td><code>backend-docker-build.yml<\/code><\/td>\n<\/tr>\n<tr>\n<td><strong>X Scheduler Functions<\/strong><\/td>\n<td>Azure Functions v4, Node.js 22, TypeScript<\/td>\n<td>Azure Functions<\/td>\n<td><code>deploy-x-scheduler-functions.yml<\/code><\/td>\n<\/tr>\n<tr>\n<td><strong>Blog Search MCP Functions<\/strong><\/td>\n<td>Azure Functions v4, Node.js 22, MCP Protocol<\/td>\n<td>Azure Functions<\/td>\n<td><code>deploy-blog-search-mcp-functions.yml<\/code><\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/div>\n<\/figure>\n<\/div>\n<h3 class=\"wp-block-heading\"><span id=\"direkutori_gou_zaono_quan_ti_xiang\">\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u69cb\u9020\u306e\u5168\u4f53\u50cf<\/span><\/h3>\n<div class=\"hcb_wrap\">\n<pre class=\"prism line-numbers lang-bash\" data-lang=\"Bash\"><code>\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u30eb\u30fc\u30c8\/\n\u251c\u2500\u2500 docs\/                    # \u8a08\u753b\u30fb\u8a2d\u8a08\u30d5\u30a7\u30fc\u30ba\uff08\u5b9f\u88c5\u30b3\u30fc\u30c9\u306a\u3057\uff09\n\u2502   \u251c\u2500\u2500 CLAUDE.md            # \u8a08\u753b\u30d5\u30a7\u30fc\u30ba\u30ac\u30a4\u30c9\u30e9\u30a4\u30f3\n\u2502   \u251c\u2500\u2500 project-core.md      # \u30a4\u30f3\u30d5\u30e9\u5168\u4f53\u69cb\u6210\n\u2502   \u251c\u2500\u2500 features\/            # \u65b0\u6a5f\u80fd\u958b\u767a\u8a08\u753b\n\u2502   \u251c\u2500\u2500 bugs\/                # \u30d0\u30b0\u8abf\u67fb\u30fb\u4fee\u6b63\u8a08\u753b\n\u2502   \u251c\u2500\u2500 research\/            # \u5b9f\u88c5\u691c\u8a3c\u7d50\u679c\u30fb\u77e5\u898b\n\u2502   \u251c\u2500\u2500 article\/             # \u30d6\u30ed\u30b0\u8a18\u4e8b\u57f7\u7b46\u7528\u8abf\u67fb\n\u2502   \u2502   \u2514\u2500\u2500 CLAUDE.md        # \u8a18\u4e8b\u57f7\u7b46\u30ac\u30a4\u30c9\n\u2502   \u251c\u2500\u2500 tools\/               # Docs\u5c02\u7528\u30c4\u30fc\u30eb\n\u2502   \u2502   \u2514\u2500\u2500 CLAUDE.md        # \u30c4\u30fc\u30eb\u4f7f\u7528\u30ac\u30a4\u30c9\n\u2502   \u2514\u2500\u2500 api\/                 # OpenAPI\u4ed5\u69d8\n\u251c\u2500\u2500 application\/             # \u5b9f\u88c5\u30d5\u30a7\u30fc\u30ba\n\u2502   \u251c\u2500\u2500 backend\/             # NestJS API\u30b5\u30fc\u30d0\u30fc\n\u2502   \u2502   \u2514\u2500\u2500 CLAUDE.md        # \u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u958b\u767a\u30ac\u30a4\u30c9\n\u2502   \u251c\u2500\u2500 frontend\/            # Next.js \u30d5\u30ed\u30f3\u30c8\u30a8\u30f3\u30c9\n\u2502   \u2502   \u2514\u2500\u2500 CLAUDE.md        # \u30d5\u30ed\u30f3\u30c8\u30a8\u30f3\u30c9\u958b\u767a\u30ac\u30a4\u30c9\n\u2502   \u251c\u2500\u2500 functions\/           # X Scheduler\n\u2502   \u2502   \u2514\u2500\u2500 CLAUDE.md        # Functions\u958b\u767a\u30ac\u30a4\u30c9\n\u2502   \u2514\u2500\u2500 blog-search-mcp-functions\/  # MCP Server\n\u2502       \u2514\u2500\u2500 CLAUDE.md        # MCP Functions\u958b\u767a\u30ac\u30a4\u30c9\n\u251c\u2500\u2500 infrastructure\/          # IaC\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\n\u2502   \u2514\u2500\u2500 CLAUDE.md            # \u30a4\u30f3\u30d5\u30e9\u958b\u767a\u30ac\u30a4\u30c9\n\u251c\u2500\u2500 CLAUDE.md                # \u30eb\u30fc\u30c8\u30ac\u30a4\u30c9\u30e9\u30a4\u30f3\uff08\u5168\u4f53\u50cf\uff09\n\u2514\u2500\u2500 .github\/\n    \u2514\u2500\u2500 workflows\/           # CI\/CD\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\n        \u251c\u2500\u2500 frontend-swa-deploy.yml\n        \u251c\u2500\u2500 backend-docker-build.yml\n        \u251c\u2500\u2500 deploy-x-scheduler-functions.yml\n        \u2514\u2500\u2500 deploy-blog-search-mcp-functions.yml<\/code><\/pre>\n<\/div>\n<h3 class=\"wp-block-heading\"><span id=\"shisutemu_gou_cheng_tu\">\u30b7\u30b9\u30c6\u30e0\u69cb\u6210\u56f3<\/span><\/h3>\n<p>\u30e2\u30ce\u30ec\u30dd\u5168\u4f53\u306e\u69cb\u6210\u3092\u8996\u899a\u5316\u3059\u308b\u3068\u3053\u3046\u306a\u308a\u307e\u3059\uff1a<\/p>\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" data-recalc-dims=\"1\" decoding=\"async\" width=\"880\" height=\"495\" src=\"https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/11\/26f0c86218c7d1aa926995a496998cab.png?resize=880%2C495&amp;ssl=1\" alt=\"graph TD&#10;    A[\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u30eb\u30fc\u30c8] --&gt; B[\/docs\/]&#10;    A --&gt; C[\/application\/]&#10;    A --&gt; D[\/infrastructure\/]&#10;    A --&gt; E[\/.github\/workflows\/]&#10;    A --&gt; F[CLAUDE.md&lt;br&gt;\u5168\u4f53\u30ac\u30a4\u30c9\u30e9\u30a4\u30f3]&#10;&#10;    B --&gt; B1[features\/&lt;br&gt;\u65b0\u6a5f\u80fd\u8a08\u753b]&#10;    B --&gt; B2[bugs\/&lt;br&gt;\u30d0\u30b0\u8abf\u67fb]&#10;    B --&gt; B3[research\/&lt;br&gt;\u691c\u8a3c\u7d50\u679c]&#10;    B --&gt; B4[article\/&lt;br&gt;\u8a18\u4e8b\u57f7\u7b46\u8abf\u67fb]&#10;    B --&gt; B5[CLAUDE.md&lt;br&gt;\u8a08\u753b\u30d5\u30a7\u30fc\u30ba\u30eb\u30fc\u30eb]&#10;&#10;    C --&gt; C1[backend\/&lt;br&gt;NestJS 11]&#10;    C --&gt; C2[frontend\/&lt;br&gt;Next.js 15]&#10;    C --&gt; C3[functions\/&lt;br&gt;X Scheduler]&#10;    C --&gt; C4[blog-search-mcp-functions\/&lt;br&gt;MCP Server]&#10;&#10;    E --&gt; E1[frontend-swa-deploy.yml]&#10;    E --&gt; E2[backend-docker-build.yml]&#10;    E --&gt; E3[deploy-x-scheduler-functions.yml]&#10;    E --&gt; E4[deploy-blog-search-mcp-functions.yml]&#10;&#10;    style F fill:#f9f,stroke:#333,stroke-width:2px&#10;    style B5 fill:#bbf,stroke:#333,stroke-width:2px&#10;    style C1 fill:#bfb,stroke:#333,stroke-width:2px&#10;    style C2 fill:#bfb,stroke:#333,stroke-width:2px&#10;    style C3 fill:#bfb,stroke:#333,stroke-width:2px&#10;    style C4 fill:#bfb,stroke:#333,stroke-width:2px\" class=\"wp-image-50116\" srcset=\"https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/11\/26f0c86218c7d1aa926995a496998cab.png?w=1920&amp;ssl=1 1920w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/11\/26f0c86218c7d1aa926995a496998cab.png?resize=1536%2C864&amp;ssl=1 1536w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/11\/26f0c86218c7d1aa926995a496998cab.png?resize=940%2C529&amp;ssl=1 940w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/11\/26f0c86218c7d1aa926995a496998cab.png?w=1760&amp;ssl=1 1760w\" sizes=\"auto, (max-width: 880px) 100vw, 880px\"\/><\/figure>\n<h3 class=\"wp-block-heading\"><span id=\"nazemonoreponanoka\">\u306a\u305c\u30e2\u30ce\u30ec\u30dd\u306a\u306e\u304b\uff1f<\/span><\/h3>\n<p>\u30e2\u30ce\u30ec\u30dd\u69cb\u6210\u3092\u63a1\u7528\u3057\u305f\u7406\u7531\u306f\u3001<strong>AI \u5354\u696d\u958b\u767a\u3068\u306e\u76f8\u6027\u306e\u826f\u3055<\/strong>\u306b\u3042\u308a\u307e\u3059\u3002<\/p>\n<h4 class=\"wp-block-heading\"><span id=\"monoreponomeritto\">\u2705 \u30e2\u30ce\u30ec\u30dd\u306e\u30e1\u30ea\u30c3\u30c8<\/span><\/h4>\n<p><strong>1. AI \u306b 1 \u3064\u306e\u30ea\u30dd\u30b8\u30c8\u30ea\u3067\u5168\u4f53\u50cf\u3092\u63d0\u4f9b<\/strong><\/p>\n<p>\u5225\u30ea\u30dd\u30b8\u30c8\u30ea\u306b\u3059\u308b\u3068\u3001AI \u306f\u5404\u30ea\u30dd\u30b8\u30c8\u30ea\u306e\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u3092\u500b\u5225\u306b\u7406\u89e3\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u30e2\u30ce\u30ec\u30dd\u306a\u3089\u3001<strong>\u30eb\u30fc\u30c8\u306e CLAUDE.md \u3067\u5168\u4f53\u50cf\u3092\u4e00\u5ea6\u306b\u63d0\u4f9b<\/strong>\u3067\u304d\u307e\u3059\u3002<\/p>\n<div class=\"hcb_wrap\">\n<pre class=\"prism line-numbers lang-bash\" data-lang=\"Bash\"><code># \u5225\u30ea\u30dd\u30b8\u30c8\u30ea\u306e\u5834\u5408\uff08AI\u304c\u6df7\u4e71\uff09\nfrontend-repo\/ \u2190 AI\u306f\u3053\u306e\u30ea\u30dd\u30b8\u30c8\u30ea\u306e\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u306e\u307f\nbackend-repo\/  \u2190 \u5225\u306e\u30bb\u30c3\u30b7\u30e7\u30f3\u3067\u5225\u306e\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\nfunctions-repo\/ \u2190 \u307e\u305f\u5225\u306e\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\n\n# \u30e2\u30ce\u30ec\u30dd\u306e\u5834\u5408\uff08AI\u304c\u5168\u4f53\u3092\u628a\u63e1\uff09\nmonorepo\/\n\u251c\u2500\u2500 CLAUDE.md \u2190 \u5168\u4f53\u50cf\u3092AI\u306b\u63d0\u4f9b\n\u251c\u2500\u2500 application\/\n\u2502   \u251c\u2500\u2500 frontend\/\n\u2502   \u251c\u2500\u2500 backend\/\n\u2502   \u2514\u2500\u2500 functions\/<\/code><\/pre>\n<\/div>\n<p><strong>2. \u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u69cb\u9020\u306e\u4e00\u8cab\u6027<\/strong><\/p>\n<p>\u3059\u3079\u3066\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u304c\u540c\u3058\u30eb\u30fc\u30eb\u306b\u5f93\u3046\u305f\u3081\u3001AI \u304c\u7406\u89e3\u3057\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n<div class=\"hcb_wrap\">\n<pre class=\"prism line-numbers lang-bash\" data-lang=\"Bash\"><code># \u3059\u3079\u3066\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u305d\u308c\u305e\u308c\u306eCLAUDE.md\u304c\u3042\u308b\n\/application\/backend\/CLAUDE.md\n\/application\/frontend\/CLAUDE.md\n\/application\/functions\/CLAUDE.md\n\/application\/blog-search-mcp-functions\/CLAUDE.md<\/code><\/pre>\n<\/div>\n<p><strong>3. \u30b3\u30fc\u30c9\u5171\u6709\u304c\u5bb9\u6613<\/strong><\/p>\n<p>\u5171\u901a\u30e9\u30a4\u30d6\u30e9\u30ea\u3001\u578b\u5b9a\u7fa9\u3001\u30e6\u30fc\u30c6\u30a3\u30ea\u30c6\u30a3\u95a2\u6570\u3092\u8907\u6570\u306e\u30a2\u30d7\u30ea\u3067\u5171\u6709\u3067\u304d\u307e\u3059\u3002<\/p>\n<h3 class=\"wp-block-heading\"><span id=\"AI_xie_ye_kai_fawo_zhieru_she_ji_si_xiang\">AI \u5354\u696d\u958b\u767a\u3092\u652f\u3048\u308b\u8a2d\u8a08\u601d\u60f3<\/span><\/h3>\n<p>\u3053\u306e\u30e2\u30ce\u30ec\u30dd\u74b0\u5883\u306b\u306f\u30013 \u3064\u306e\u6838\u3068\u306a\u308b\u8a2d\u8a08\u601d\u60f3\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<h4 class=\"wp-block-heading\"><span id=\"1_ji_huato_shi_zhuangno_fen_li\">1. \u8a08\u753b\u3068\u5b9f\u88c5\u306e\u5206\u96e2<\/span><\/h4>\n<p><code>\/docs\/<\/code>\uff08\u8a2d\u8a08\u30fb\u4ed5\u69d8\uff09\u3068<code>\/application\/<\/code>\uff08\u5b9f\u88c5\u30b3\u30fc\u30c9\uff09\u3092\u660e\u78ba\u306b\u5206\u96e2\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p><strong>\u76ee\u7684<\/strong>:<\/p>\n<ul class=\"wp-block-list is-style-sango-list-stitch-blue\">\n<li>AI \u306b\u300c\u8a08\u753b\u30d5\u30a7\u30fc\u30ba\u300d\u3068\u300c\u5b9f\u88c5\u30d5\u30a7\u30fc\u30ba\u300d\u3092\u660e\u78ba\u306b\u533a\u5225\u3055\u305b\u308b<\/li>\n<li>\u5b9f\u88c5\u524d\u306b\u8a2d\u8a08\u3092\u56fa\u3081\u308b\u3053\u3068\u3067\u3001\u624b\u623b\u308a\u3092\u6e1b\u3089\u3059<\/li>\n<\/ul>\n<div class=\"hcb_wrap\">\n<pre class=\"prism line-numbers lang-bash\" data-lang=\"Bash\"><code>\/docs\/features\/my-new-feature\/\n\u251c\u2500\u2500 README.md           # \u6a5f\u80fd\u6982\u8981\n\u251c\u2500\u2500 api-spec.md         # API\u8a2d\u8a08\uff08\u5b9f\u88c5\u30b3\u30fc\u30c9\u306a\u3057\uff09\n\u2514\u2500\u2500 type-definition.md  # \u578b\u5b9a\u7fa9\uff08\u5b9f\u88c5\u30b3\u30fc\u30c9\u306a\u3057\uff09\n\n\/application\/backend\/src\/my-new-feature\/\n\u251c\u2500\u2500 my-new-feature.controller.ts  # \u5b9f\u88c5\u30b3\u30fc\u30c9\n\u251c\u2500\u2500 my-new-feature.service.ts     # \u5b9f\u88c5\u30b3\u30fc\u30c9\n\u2514\u2500\u2500 dto\/                          # \u5b9f\u88c5\u3055\u308c\u305f\u578b\u5b9a\u7fa9<\/code><\/pre>\n<\/div>\n<h4 class=\"wp-block-heading\"><span id=\"2_CLAUDEmd_jie_ceng_gou_zao\">2. CLAUDE.md \u968e\u5c64\u69cb\u9020<\/span><\/h4>\n<p>\u30eb\u30fc\u30c8\u3067\u5168\u4f53\u50cf\u3001\u30b5\u30d6\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u3067\u8a73\u7d30\u30eb\u30fc\u30eb\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n<p><strong>\u76ee\u7684<\/strong>:<\/p>\n<ul class=\"wp-block-list is-style-sango-list-stitch-blue\">\n<li>AI \u304c\u5fc5\u8981\u306a\u7c92\u5ea6\u3067\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u3092\u53d6\u5f97\u3067\u304d\u308b<\/li>\n<li>\u5404\u9818\u57df\u306e\u5c02\u9580\u7684\u306a\u30eb\u30fc\u30eb\u3092\u660e\u78ba\u306b\u3059\u308b<\/li>\n<\/ul>\n<div class=\"hcb_wrap\">\n<pre class=\"prism line-numbers lang-bash\" data-lang=\"Bash\"><code>\/CLAUDE.md \u2190 \u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u5168\u4f53\u50cf\n  \u2193\n\/docs\/CLAUDE.md \u2190 \u8a08\u753b\u30d5\u30a7\u30fc\u30ba\u306e\u30eb\u30fc\u30eb\n  \u2193\n\/application\/backend\/CLAUDE.md \u2190 \u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u5b9f\u88c5\u306e\u8a73\u7d30\u30eb\u30fc\u30eb<\/code><\/pre>\n<\/div>\n<h4 class=\"wp-block-heading\"><span id=\"3_Single_Source_of_Truth_xing_an_quanpaipurain\">3. Single Source of Truth\uff08\u578b\u5b89\u5168\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\uff09<\/span><\/h4>\n<p>Backend DTOs \u3092\u552f\u4e00\u306e\u771f\u5b9f\u3068\u3057\u3001Frontend \u306e\u578b\u5b9a\u7fa9\u306f\u81ea\u52d5\u751f\u6210\u3057\u307e\u3059\u3002<\/p>\n<p><strong>\u8a73\u7d30<\/strong>: <a target=\"_blank\" href=\"https:\/\/tech-lab.sios.jp\/archives\/49157\" target=\"_blank\" rel=\"noopener\" title=\"\">AI \u3068\u7206\u901f\u958b\u767a\uff01Next.js\u00d7Nest.js \u578b\u5b9a\u7fa9\u540c\u671f\u306e\u81ea\u52d5\u751f\u6210\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u69cb\u7bc9\u8853<\/a>\u3092\u53c2\u7167<\/p>\n<div class=\"hcb_wrap\">\n<pre class=\"prism line-numbers lang-bash\" data-lang=\"Bash\"><code>Backend DTOs (@ApiProperty)\n  \u2193\nOpenAPI \u4ed5\u69d8\u751f\u6210 (generate:openapi)\n  \u2193\nFrontend \u578b\u5b9a\u7fa9\u751f\u6210 (generate:api with Orval)\n  \u2193\n\u578b\u5b89\u5168\u306aAPI\u547c\u3073\u51fa\u3057<\/code><\/pre>\n<\/div>\n<p>\u3053\u308c\u3089 3 \u3064\u306e\u8a2d\u8a08\u601d\u60f3\u306b\u3088\u308a\u3001<strong>AI \u3068\u306e\u5354\u696d\u958b\u767a\u304c\u5287\u7684\u306b\u30b9\u30e0\u30fc\u30ba<\/strong>\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n<h2 class=\"wp-block-heading\"><span id=\"CLAUDEmd_jie_ceng_gou_zaono_she_ji\">CLAUDE.md \u968e\u5c64\u69cb\u9020\u306e\u8a2d\u8a08<\/span><\/h2>\n<p>\u3053\u3053\u304b\u3089\u306f\u3001AI \u5354\u696d\u958b\u767a\u306e\u6838\u3068\u306a\u308b<strong>CLAUDE.md \u968e\u5c64\u69cb\u9020<\/strong>\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n<h3 class=\"wp-block-heading\"><span id=\"CLAUDEmd_toha\">CLAUDE.md \u3068\u306f\uff1f<\/span><\/h3>\n<p><strong>CLAUDE.md<\/strong>\u306f\u3001AI\uff08Claude Code\uff09\u306b\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u3092\u63d0\u4f9b\u3059\u308b\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u3059\u3002<\/p>\n<p>\u5f93\u6765\u3001AI \u306b\u300c\u3053\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306f\u3069\u3046\u3044\u3046\u69cb\u6210\uff1f\u300d\u300c\u3069\u306e\u30eb\u30fc\u30eb\u306b\u5f93\u3048\u3070\u3044\u3044\uff1f\u300d\u3068\u805e\u304b\u308c\u308b\u305f\u3073\u306b\u3001\u624b\u52d5\u3067\u8aac\u660e\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3057\u305f\u3002CLAUDE.md \u3092\u914d\u7f6e\u3059\u308b\u3053\u3068\u3067\u3001<strong>AI \u304c\u81ea\u5f8b\u7684\u306b\u30ac\u30a4\u30c9\u30e9\u30a4\u30f3\u3092\u8aad\u307f\u3001\u9069\u5207\u306a\u5224\u65ad\u3092\u3059\u308b<\/strong>\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<h3 class=\"wp-block-heading\"><span id=\"9_tsuno_CLAUDEmd_fairu\">9 \u3064\u306e CLAUDE.md \u30d5\u30a1\u30a4\u30eb<\/span><\/h3>\n<p>\u3053\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306b\u306f\u3001<strong>\u5408\u8a08 9 \u3064\u306e CLAUDE.md \u30d5\u30a1\u30a4\u30eb<\/strong>\u304c\u914d\u7f6e\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<div class=\"hcb_wrap\">\n<pre class=\"prism line-numbers lang-bash\" data-lang=\"Bash\"><code># \u3059\u3079\u3066\u306eCLAUDE.md\u30d5\u30a1\u30a4\u30eb\u3092\u78ba\u8a8d\n$ find . -maxdepth 3 -name \"CLAUDE.md\" | sort\n\n.\/CLAUDE.md\n.\/application\/backend\/CLAUDE.md\n.\/application\/blog-search-mcp-functions\/CLAUDE.md\n.\/application\/frontend\/CLAUDE.md\n.\/application\/functions\/CLAUDE.md\n.\/docs\/article\/CLAUDE.md\n.\/docs\/CLAUDE.md\n.\/docs\/tools\/CLAUDE.md\n.\/infrastructure\/CLAUDE.md<\/code><\/pre>\n<\/div>\n<p><strong>\u5404 CLAUDE.md \u306e\u5f79\u5272<\/strong>:<\/p>\n<div id=\"id-c62b78a1-447d-46de-8596-0409c616d6a7\">\n<figure class=\"wp-block-table\">\n<div class=\"s_table\"><table class=\"has-fixed-layout\">\n<thead>\n<tr>\n<th>\u30d5\u30a1\u30a4\u30eb\u30d1\u30b9<\/th>\n<th>\u5f79\u5272<\/th>\n<th>\u4e3b\u306a\u5185\u5bb9<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><code>\/CLAUDE.md<\/code><\/td>\n<td><strong>\u30eb\u30fc\u30c8\u30ac\u30a4\u30c9\u30e9\u30a4\u30f3<\/strong><\/td>\n<td>\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u5168\u4f53\u50cf\u3001\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u69cb\u9020\u30014 \u30d5\u30a7\u30fc\u30ba\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3001\u5171\u901a\u958b\u767a\u30b3\u30de\u30f3\u30c9<\/td>\n<\/tr>\n<tr>\n<td><code>\/docs\/CLAUDE.md<\/code><\/td>\n<td><strong>\u8a08\u753b\u30d5\u30a7\u30fc\u30ba\u30eb\u30fc\u30eb<\/strong><\/td>\n<td>\u578b\u5b9a\u7fa9\u3001API \u8a2d\u8a08\u3001\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u8a2d\u8a08\u306e\u30eb\u30fc\u30eb\uff08\u5b9f\u88c5\u30b3\u30fc\u30c9\u7981\u6b62\uff09<\/td>\n<\/tr>\n<tr>\n<td><code>\/docs\/article\/CLAUDE.md<\/code><\/td>\n<td><strong>\u8a18\u4e8b\u57f7\u7b46\u30ac\u30a4\u30c9<\/strong><\/td>\n<td>\u30d6\u30ed\u30b0\u8a18\u4e8b\u57f7\u7b46\u306e\u6587\u4f53\u3001\u69cb\u6210\u3001\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u69cb\u9020<\/td>\n<\/tr>\n<tr>\n<td><code>\/docs\/tools\/CLAUDE.md<\/code><\/td>\n<td><strong>\u30c4\u30fc\u30eb\u4f7f\u7528\u30ac\u30a4\u30c9<\/strong><\/td>\n<td>Docs \u5c02\u7528\u30c4\u30fc\u30eb\uff08\u30d6\u30ed\u30b0 HTML \u62bd\u51fa\u7b49\uff09\u306e\u4f7f\u7528\u65b9\u6cd5<\/td>\n<\/tr>\n<tr>\n<td><code>\/application\/backend\/CLAUDE.md<\/code><\/td>\n<td><strong>\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u958b\u767a\u30ac\u30a4\u30c9<\/strong><\/td>\n<td>NestJS \u958b\u767a\u30eb\u30fc\u30eb\u3001\u74b0\u5883\u5909\u6570\u7ba1\u7406\u3001\u30c6\u30b9\u30c8\u5b9f\u884c\u65b9\u6cd5<\/td>\n<\/tr>\n<tr>\n<td><code>\/application\/frontend\/CLAUDE.md<\/code><\/td>\n<td><strong>\u30d5\u30ed\u30f3\u30c8\u30a8\u30f3\u30c9\u958b\u767a\u30ac\u30a4\u30c9<\/strong><\/td>\n<td>Next.js \u958b\u767a\u30eb\u30fc\u30eb\u3001\u30a4\u30f3\u30dd\u30fc\u30c8\u30d1\u30b9\u898f\u5247<\/td>\n<\/tr>\n<tr>\n<td><code>\/application\/functions\/CLAUDE.md<\/code><\/td>\n<td><strong>X Scheduler \u958b\u767a\u30ac\u30a4\u30c9<\/strong><\/td>\n<td>Azure Functions \u958b\u767a\u30eb\u30fc\u30eb\u3001Timer Trigger \u8a2d\u5b9a<\/td>\n<\/tr>\n<tr>\n<td><code>\/application\/blog-search-mcp-functions\/CLAUDE.md<\/code><\/td>\n<td><strong>MCP Functions \u958b\u767a\u30ac\u30a4\u30c9<\/strong><\/td>\n<td>MCP Server \u958b\u767a\u30eb\u30fc\u30eb\u3001Supabase \u9023\u643a<\/td>\n<\/tr>\n<tr>\n<td><code>\/infrastructure\/CLAUDE.md<\/code><\/td>\n<td><strong>\u30a4\u30f3\u30d5\u30e9\u958b\u767a\u30ac\u30a4\u30c9<\/strong><\/td>\n<td>Azure Bicep \u958b\u767a\u30eb\u30fc\u30eb\u3001\u30c7\u30d7\u30ed\u30a4\u624b\u9806<\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/div>\n<\/figure>\n<\/div>\n<h3 class=\"wp-block-heading\"><span id=\"kontekisuto_ji_chengpatan\">\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u7d99\u627f\u30d1\u30bf\u30fc\u30f3<\/span><\/h3>\n<p>CLAUDE.md \u306f\u3001<strong>\u968e\u5c64\u7684\u306b\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u3092\u7d99\u627f<\/strong>\u3057\u307e\u3059\u3002<\/p>\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" data-recalc-dims=\"1\" decoding=\"async\" width=\"880\" height=\"585\" src=\"https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/11\/b7c22fa6963e7ee1943ea6da10fad98d.jpg?resize=880%2C585&amp;ssl=1\" alt=\"graph TD&#10;    A[&quot;\/CLAUDE.md&lt;br&gt;\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u5168\u4f53\u50cf&quot;] --&gt; B[&quot;\/docs\/CLAUDE.md&lt;br&gt;\u8a08\u753b\u30d5\u30a7\u30fc\u30ba\u30eb\u30fc\u30eb&quot;]&#10;    A --&gt; C[&quot;\/application\/backend\/CLAUDE.md&lt;br&gt;\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u8a73\u7d30\u30eb\u30fc\u30eb&quot;]&#10;    A --&gt; D[&quot;\/application\/frontend\/CLAUDE.md&lt;br&gt;\u30d5\u30ed\u30f3\u30c8\u30a8\u30f3\u30c9\u8a73\u7d30\u30eb\u30fc\u30eb&quot;]&#10;&#10;    B --&gt; B1[&quot;\/docs\/article\/CLAUDE.md&lt;br&gt;\u8a18\u4e8b\u57f7\u7b46\u30ac\u30a4\u30c9&quot;]&#10;    B --&gt; B2[&quot;\/docs\/tools\/CLAUDE.md&lt;br&gt;\u30c4\u30fc\u30eb\u4f7f\u7528\u30ac\u30a4\u30c9&quot;]&#10;&#10;    style A fill:#f9f,stroke:#333,stroke-width:3px&#10;    style B fill:#bbf,stroke:#333,stroke-width:2px&#10;    style C fill:#bfb,stroke:#333,stroke-width:2px&#10;    style D fill:#bfb,stroke:#333,stroke-width:2px\" class=\"wp-image-50113\" srcset=\"https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/11\/b7c22fa6963e7ee1943ea6da10fad98d.jpg?w=1920&amp;ssl=1 1920w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/11\/b7c22fa6963e7ee1943ea6da10fad98d.jpg?resize=1536%2C1022&amp;ssl=1 1536w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/11\/b7c22fa6963e7ee1943ea6da10fad98d.jpg?resize=940%2C625&amp;ssl=1 940w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/11\/b7c22fa6963e7ee1943ea6da10fad98d.jpg?w=1760&amp;ssl=1 1760w\" sizes=\"auto, (max-width: 880px) 100vw, 880px\"\/><\/figure>\n<p><strong>\u7d99\u627f\u306e\u4f8b<\/strong>:<\/p>\n<ol class=\"wp-block-list is-style-sango-list-main-color\">\n<li><strong>\u30eb\u30fc\u30c8 CLAUDE.md<\/strong>\u3092\u8aad\u3080 \u2192 \u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u5168\u4f53\u69cb\u6210\u3092\u7406\u89e3<\/li>\n<li><strong>\u30b5\u30d6\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u306e CLAUDE.md<\/strong>\u3092\u8aad\u3080 \u2192 \u5404\u9818\u57df\u306e\u8a73\u7d30\u30eb\u30fc\u30eb\u3092\u7406\u89e3<\/li>\n<li>AI \u304c\u9069\u5207\u306a\u5224\u65ad\u3092\u4e0b\u3059<\/li>\n<\/ol>\n<p><strong>\u5b9f\u969b\u306e\u52d5\u304d<\/strong>:<\/p>\n<div class=\"hcb_wrap\">\n<pre class=\"prism line-numbers lang-bash\" data-lang=\"Bash\"><code>AI: \u300c\u30e6\u30fc\u30b6\u30fc\u304c\u30d5\u30ed\u30f3\u30c8\u30a8\u30f3\u30c9\u306e\u958b\u767a\u3092\u4f9d\u983c\u3057\u3066\u304d\u305f\u300d\n\u2193\nAI: \u300c\u307e\u305a \/CLAUDE.md \u3092\u8aad\u3093\u3067\u5168\u4f53\u50cf\u3092\u628a\u63e1\u3057\u3088\u3046\u300d\n\u2193\nAI: \u300c\u6b21\u306b \/application\/frontend\/CLAUDE.md \u3092\u8aad\u3093\u3067\u8a73\u7d30\u30eb\u30fc\u30eb\u3092\u78ba\u8a8d\u300d\n\u2193\nAI: \u300c\u30a4\u30f3\u30dd\u30fc\u30c8\u30d1\u30b9\u306f @\/* \u3092\u4f7f\u3046\u3079\u304d\u3060\u306a\u300d\nAI: \u300cAPI\u578b\u5b9a\u7fa9\u306f\u81ea\u52d5\u751f\u6210\u3055\u308c\u308b\u304b\u3089\u3001\u624b\u52d5\u3067\u66f8\u3044\u3061\u3083\u30c0\u30e1\u3060\u306a\u300d\n\u2193\nAI: \u9069\u5207\u306a\u30b3\u30fc\u30c9\u3092\u63d0\u6848<\/code><\/pre>\n<\/div>\n<h3 class=\"wp-block-heading\"><span id=\"ruto_CLAUDEmd_no_zhong_yao_xing\">\u30eb\u30fc\u30c8 CLAUDE.md \u306e\u91cd\u8981\u6027<\/span><\/h3>\n<p><strong>\u30eb\u30fc\u30c8 CLAUDE.md<\/strong>\uff08<code>\/CLAUDE.md<\/code>\uff09\u306f\u3001\u6700\u3082\u91cd\u8981\u306a\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u3059\u3002<\/p>\n<h4 class=\"wp-block-heading\"><span id=\"ji_zai_nei_rongno_li\">\u8a18\u8f09\u5185\u5bb9\u306e\u4f8b<\/span><\/h4>\n<div class=\"hcb_wrap\">\n<pre class=\"prism line-numbers lang-md\" data-lang=\"Markdown\"><code># CLAUDE.md\n\n## Project Architecture Overview\n\nLINE LIFF AI Prompt Battle - An AI-powered game platform...\n\n### Directory Structure &amp; Responsibilities\n\n\/\n\u251c\u2500\u2500 docs\/ # Planning &amp; Design Phase\n\u2502 \u251c\u2500\u2500 features\/ # Feature specifications\n\u2502 \u251c\u2500\u2500 bugs\/ # Bug investigation &amp; fix plans\n\u2502 \u251c\u2500\u2500 research\/ # Implementation validation\n\u2502 \u2514\u2500\u2500 article\/ # Blog article research\n\u251c\u2500\u2500 application\/\n\u2502 \u251c\u2500\u2500 backend\/ # NestJS 11 API Server\n\u2502 \u251c\u2500\u2500 frontend\/ # Next.js 15 App Router\n\u2502 \u251c\u2500\u2500 functions\/ # Azure Functions\n\u2502 \u2514\u2500\u2500 blog-search-mcp-functions\/ # MCP Server\n\u2514\u2500\u2500 infrastructure\/ # Azure Bicep IaC\n\n**Workflow Pattern (4-Phase Workflow)**:\n\n1. **\u8a08\u753b\u30d5\u30a7\u30fc\u30ba** - Plan in `\/docs\/`\n2. **\u5b9f\u88c5\u30d5\u30a7\u30fc\u30ba** - Implement in `\/application\/`\n3. **\u7814\u7a76\u8a18\u9332\u30d5\u30a7\u30fc\u30ba** - Document findings in `\/docs\/research\/`\n4. **\u8a18\u4e8b\u5316\u30d5\u30a7\u30fc\u30ba** - Gather materials in `\/docs\/article\/`\n\n## Common Development Commands\n\n### Backend (NestJS)\n\nnpm run start:dev # Development with watch mode\nnpm run generate:openapi # Generate OpenAPI spec\n\n### Frontend (Next.js)\n\nnpm run generate:api # Generate types from OpenAPI\nnpm run dev:full # generate:api + dev server\n\n## Critical Import Path Rules\n\n### Frontend: Use `@\/*` Path Aliases\n\n\/\/ \u2705 CORRECT\nimport { Button } from '@\/components\/ui\/button';\n\n\/\/ \u274c WRONG\nimport { Button } from '..\/components\/ui\/button';<\/code><\/pre>\n<\/div>\n<p><strong>\u30dd\u30a4\u30f3\u30c8<\/strong>:<\/p>\n<ul class=\"wp-block-list is-style-sango-list-check\">\n<li><strong>\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u5168\u4f53\u69cb\u6210<\/strong>\u3092\u4e00\u76ee\u3067\u7406\u89e3\u3067\u304d\u308b<\/li>\n<li><strong>4 \u30d5\u30a7\u30fc\u30ba\u30ef\u30fc\u30af\u30d5\u30ed\u30fc<\/strong>\u3092\u660e\u8a18<\/li>\n<li><strong>\u5171\u901a\u958b\u767a\u30b3\u30de\u30f3\u30c9<\/strong>\u3092\u8a18\u8f09<\/li>\n<li><strong>\u30a4\u30f3\u30dd\u30fc\u30c8\u30d1\u30b9\u898f\u5247<\/strong>\u7b49\u306e\u91cd\u8981\u30eb\u30fc\u30eb\u3092\u8a18\u8f09<\/li>\n<\/ul>\n<p><strong>\u203b\u6ce8<\/strong>: \u4e0a\u8a18\u30b3\u30fc\u30c9\u4f8b\u306f\u3001\u5b9f\u969b\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8 CLAUDE.md \u3067\u306e\u8a18\u8f09\u4f8b\u3067\u3059\u3002\u672c\u8a18\u4e8b\u3067\u306f\u300c4 \u30d5\u30a7\u30fc\u30ba\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u300d\u307e\u305f\u306f\u300c\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u99c6\u52d5\u578b\u958b\u767a\u300d\u3068\u547c\u79f0\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u3053\u306e\u30eb\u30fc\u30c8 CLAUDE.md \u304c\u3042\u308b\u3053\u3068\u3067\u3001AI \u306f<strong>\u521d\u3081\u3066\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306b\u89e6\u308c\u305f\u6642\u3067\u3082\u3001\u5168\u4f53\u50cf\u3092\u5373\u5ea7\u306b\u7406\u89e3<\/strong>\u3067\u304d\u307e\u3059\u3002<\/p>\n<h3 class=\"wp-block-heading\"><span id=\"CLAUDEmd_jie_ceng_gou_zaono_xiao_guo\">CLAUDE.md \u968e\u5c64\u69cb\u9020\u306e\u52b9\u679c<\/span><\/h3>\n<p>\u3053\u306e\u968e\u5c64\u69cb\u9020\u306b\u3088\u308a\u3001\u4ee5\u4e0b\u306e\u52b9\u679c\u304c\u5f97\u3089\u308c\u307e\u3057\u305f\uff1a<\/p>\n<p>\u2705 <strong>AI \u306e\u7406\u89e3\u901f\u5ea6\u304c\u5411\u4e0a<\/strong><br \/>\u30eb\u30fc\u30c8 CLAUDE.md \u3067\u5168\u4f53\u50cf\u3092\u628a\u63e1\u3057\u3001\u30b5\u30d6\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u3067\u8a73\u7d30\u3092\u7406\u89e3<\/p>\n<p>\u2705 <strong>\u4e00\u8cab\u6027\u306e\u3042\u308b\u30b3\u30fc\u30c9\u751f\u6210<\/strong><br \/>\u3059\u3079\u3066\u306e\u958b\u767a\u8005\uff08\u4eba\u9593\u3082 AI \u3082\uff09\u304c\u540c\u3058\u30eb\u30fc\u30eb\u306b\u5f93\u3046<\/p>\n<p>\u2705 <strong>\u624b\u52d5\u8aac\u660e\u306e\u524a\u6e1b<\/strong><br \/>\u300c\u3069\u3046\u3044\u3046\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\uff1f\u300d\u3068\u805e\u304b\u308c\u308b\u3053\u3068\u304c\u306a\u304f\u306a\u3063\u305f<\/p>\n<p>\u2705 <strong>\u30aa\u30f3\u30dc\u30fc\u30c7\u30a3\u30f3\u30b0\u6642\u9593\u306e\u77ed\u7e2e<\/strong><br \/>\u65b0\u3057\u3044 AI \u30bb\u30c3\u30b7\u30e7\u30f3\u3001\u65b0\u3057\u3044\u958b\u767a\u8005\u304c\u5373\u5ea7\u306b\u7406\u89e3\u3067\u304d\u308b<\/p>\n<h2 class=\"wp-block-heading\"><span id=\"dokyumento_qu_dong_xing_kai_fano_shi_jian_3_fezu_4_fezuheno_jin_hua\">\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u99c6\u52d5\u578b\u958b\u767a\u306e\u5b9f\u8df5\uff083 \u30d5\u30a7\u30fc\u30ba \u21924 \u30d5\u30a7\u30fc\u30ba\u3078\u306e\u9032\u5316\uff09<\/span><\/h2>\n<p>Claude Code \u3067\u306e\u958b\u767a\u3092\u52b9\u7387\u5316\u3059\u308b\u305f\u3081\u3001<strong>\u8a08\u753b \u2192 \u5b9f\u88c5 \u2192 \u7814\u7a76\u8a18\u9332 \u2192 \u8a18\u4e8b\u5316\u306e 4 \u30d5\u30a7\u30fc\u30ba\u30ef\u30fc\u30af\u30d5\u30ed\u30fc<\/strong>\u3092\u69cb\u7bc9\u3057\u307e\u3057\u305f\u3002<\/p>\n<h3 class=\"wp-block-heading\"><span id=\"3_fezu_kai_fakara_4_fezu_kai_faheno_jin_hua\">3 \u30d5\u30a7\u30fc\u30ba\u958b\u767a\u304b\u3089 4 \u30d5\u30a7\u30fc\u30ba\u958b\u767a\u3078\u306e\u9032\u5316<\/span><\/h3>\n<p>\u3053\u306e\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306f\u3001<strong>\u65e2\u5b58\u306e 3 \u30d5\u30a7\u30fc\u30ba\u958b\u767a\u3092\u57fa\u76e4\u306b\u69cb\u7bc9<\/strong>\u3055\u308c\u3066\u3044\u307e\u3059\uff1a<\/p>\n<p><strong>\u5143\u3005\u306e 3 \u30d5\u30a7\u30fc\u30ba\u958b\u767a<\/strong>\uff08<a target=\"_blank\" href=\"https:\/\/tech-lab.sios.jp\/archives\/49140\" target=\"_blank\" rel=\"noopener\" title=\"\">\u8a08\u753b \u2192 \u5b9f\u88c5 \u2192 \u691c\u8a3c\u8853<\/a>\u3001<a target=\"_blank\" href=\"https:\/\/tech-lab.sios.jp\/archives\/49148\" target=\"_blank\" rel=\"noopener\" title=\"\">\u4ed5\u69d8\u66f8\u30a2\u30ec\u30eb\u30ae\u30fc\u514b\u670d<\/a>\u3067\u89e3\u8aac\uff09:<\/p>\n<ol class=\"wp-block-list is-style-sango-list-main-color\">\n<li><strong>\u8a08\u753b<\/strong>: <code>\/docs\/<\/code> \u3067\u4ed5\u69d8\u7b56\u5b9a\uff08\u5b9f\u88c5\u30b3\u30fc\u30c9\u306f\u66f8\u304b\u306a\u3044\uff09<\/li>\n<li><strong>\u5b9f\u88c5<\/strong>: <code>\/application\/<\/code> \u3067\u5b9f\u88c5<\/li>\n<li><strong>\u691c\u8a3c<\/strong>: \u8a08\u753b\u3068\u5b9f\u88c5\u306e\u5dee\u7570\u3092\u5206\u6790<\/li>\n<\/ol>\n<p><strong>4 \u30d5\u30a7\u30fc\u30ba\u3078\u306e\u62e1\u5f35<\/strong>\uff08<a target=\"_blank\" href=\"https:\/\/tech-lab.sios.jp\/archives\/50103\" target=\"_blank\" rel=\"noopener\" title=\"\">\u77e5\u898b\u3092\u8cc7\u7523\u5316\u3059\u308b\u8a18\u4e8b<\/a>\u3067\u8a73\u7d30\u89e3\u8aac\uff09:<\/p>\n<ul class=\"wp-block-list is-style-sango-list-chevron\">\n<li><strong>\u30d5\u30a7\u30fc\u30ba 3 \u3092\u300c\u7814\u7a76\u8a18\u9332\u300d\u3068\u3057\u3066\u4f53\u7cfb\u5316<\/strong>: \u691c\u8a3c\u30d5\u30a7\u30fc\u30ba\u3067\u5f97\u305f\u77e5\u898b\u3092 <code>\/docs\/research\/<\/code> \u306b\u8a18\u9332<\/li>\n<li><strong>\u30d5\u30a7\u30fc\u30ba 4\u300c\u8a18\u4e8b\u5316\u300d\u3092\u8ffd\u52a0<\/strong>: \u7814\u7a76\u8a18\u9332\u3092\u5143\u306b <code>\/docs\/article\/<\/code> \u3067\u8a18\u4e8b\u57f7\u7b46<\/li>\n<li><strong>RAG \u3082\u3069\u304d\u30b7\u30b9\u30c6\u30e0<\/strong>: \u65e2\u5b58\u8a18\u4e8b\u53c2\u7167\u3067\u30c8\u30fc\u30af\u30f3\u6570 50-60%\u524a\u6e1b<\/li>\n<li><strong>\u6587\u4f53\u88dc\u6b63\u30b7\u30b9\u30c6\u30e0<\/strong>: \u4e00\u8cab\u3057\u305f\u8a18\u4e8b\u54c1\u8cea\u3092\u5b9f\u73fe<\/li>\n<\/ul>\n<figure class=\"wp-block-image size-full\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"880\" height=\"280\" src=\"https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/11\/820942403bb694d3f8954c296e61935d-1.png?resize=880%2C280&amp;ssl=1\" alt=\"graph LR&#10;    A[\u30d5\u30a7\u30fc\u30ba1&lt;br&gt;\u8a08\u753b&lt;br&gt;\/docs\/features\/] --&gt; B[\u30d5\u30a7\u30fc\u30ba2&lt;br&gt;\u5b9f\u88c5&lt;br&gt;\/application\/]&#10;    B --&gt; C[\u30d5\u30a7\u30fc\u30ba3&lt;br&gt;\u7814\u7a76\u8a18\u9332&lt;br&gt;\/docs\/research\/]&#10;    C --&gt; D[\u30d5\u30a7\u30fc\u30ba4&lt;br&gt;\u8a18\u4e8b\u5316&lt;br&gt;\/docs\/article\/]&#10;&#10;    style A fill:#fff3cd,stroke:#333,stroke-width:2px&#10;    style B fill:#d1ecf1,stroke:#333,stroke-width:2px&#10;    style C fill:#d4edda,stroke:#333,stroke-width:2px&#10;    style D fill:#f8d7da,stroke:#333,stroke-width:2px\" class=\"wp-image-50112\" srcset=\"https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/11\/820942403bb694d3f8954c296e61935d-1.png?w=1920&amp;ssl=1 1920w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/11\/820942403bb694d3f8954c296e61935d-1.png?resize=1536%2C489&amp;ssl=1 1536w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/11\/820942403bb694d3f8954c296e61935d-1.png?resize=940%2C299&amp;ssl=1 940w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/11\/820942403bb694d3f8954c296e61935d-1.png?w=1760&amp;ssl=1 1760w\" sizes=\"auto, (max-width: 880px) 100vw, 880px\"\/><\/figure>\n<h3 class=\"wp-block-heading\"><span id=\"gefezuno_gai_yao\">\u5404\u30d5\u30a7\u30fc\u30ba\u306e\u6982\u8981<\/span><\/h3>\n<h4 class=\"wp-block-heading\"><span id=\"fezu_1_ji_hua_docsfeatures\">\u30d5\u30a7\u30fc\u30ba 1: \u8a08\u753b (<code>\/docs\/features\/<\/code>)<\/span><\/h4>\n<p><strong>\u76ee\u7684<\/strong>: \u5b9f\u88c5\u524d\u306e\u8a2d\u8a08\u30fb\u4ed5\u69d8\u7b56\u5b9a\uff08\u5b9f\u88c5\u30b3\u30fc\u30c9\u306f\u4e00\u5207\u66f8\u304b\u306a\u3044\uff09<\/p>\n<p><strong>\u6210\u679c\u7269<\/strong>: \u578b\u5b9a\u7fa9\u3001API \u8a2d\u8a08\u3001\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u69cb\u9020\u3001\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u8a2d\u8a08<\/p>\n<p><strong>\u52b9\u679c<\/strong>: \u958b\u767a\u6642\u9593 1 \u9031\u9593 \u21922 \u65e5\u306b\u77ed\u7e2e\uff08<a target=\"_blank\" href=\"https:\/\/tech-lab.sios.jp\/archives\/49148\" target=\"_blank\" rel=\"noopener\" title=\"\">\u4ed5\u69d8\u66f8\u30a2\u30ec\u30eb\u30ae\u30fc\u514b\u670d\u306e\u8a18\u4e8b<\/a>\u3067\u8a73\u7d30\u89e3\u8aac\uff09<\/p>\n<p><strong>\u91cd\u8981\u30eb\u30fc\u30eb<\/strong>: CLAUDE.md \u3067\u5b9f\u88c5\u30b3\u30fc\u30c9\u8a18\u8ff0\u3092\u7981\u6b62\u3059\u308b\u3053\u3068\u3067\u3001AI \u304c\u8a2d\u8a08\u306b\u96c6\u4e2d<\/p>\n<h4 class=\"wp-block-heading\"><span id=\"fezu_2_shi_zhuang_application\">\u30d5\u30a7\u30fc\u30ba 2: \u5b9f\u88c5 (<code>\/application\/<\/code>)<\/span><\/h4>\n<p><strong>\u76ee\u7684<\/strong>: \u8a08\u753b\u306b\u57fa\u3065\u3044\u305f\u5b9f\u88c5<\/p>\n<p><strong>\u5b9f\u88c5\u9806\u5e8f<\/strong>: Backend \u2192 Frontend \u2192 Functions<\/p>\n<p><strong>\u52b9\u679c<\/strong>: \u5c0f\u898f\u6a21\u30b7\u30b9\u30c6\u30e0\u3067 30 \u5206\u3001\u4e2d\u898f\u6a21\u3067 2 \u65e5\u7a0b\u5ea6\uff08<a target=\"_blank\" href=\"https:\/\/tech-lab.sios.jp\/archives\/49140\" target=\"_blank\" rel=\"noopener\" title=\"\">3 \u30d5\u30a7\u30fc\u30ba\u958b\u767a\u306e\u8a18\u4e8b<\/a>\u3067\u5b9f\u4f8b\u7d39\u4ecb\uff09<\/p>\n<h4 class=\"wp-block-heading\"><span id=\"fezu_3_yan_jiu_ji_lu_docsresearch\">\u30d5\u30a7\u30fc\u30ba 3: \u7814\u7a76\u8a18\u9332 (<code>\/docs\/research\/<\/code>)<\/span><\/h4>\n<p><strong>\u76ee\u7684<\/strong>: \u5b9f\u88c5\u5b8c\u4e86\u5f8c\u306e\u77e5\u898b\u30fb\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u691c\u8a3c\u7d50\u679c\u3092\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u5316<\/p>\n<p><strong>\u8a18\u8f09\u5185\u5bb9<\/strong>: \u8a2d\u8a08\u601d\u60f3\u3001\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u30d1\u30bf\u30fc\u30f3\u3001\u691c\u8a3c\u7d50\u679c<\/p>\n<p><strong>\u91cd\u8981\u6027<\/strong>: \u8a08\u753b\u3068\u5b9f\u88c5\u306e\u5dee\u7570\u3092\u5206\u6790\u3057\u3001\u4ed5\u69d8\u6f0f\u308c\u3092\u7279\u5b9a<\/p>\n<p><strong>\u203b\u88dc\u8db3<\/strong>: <a target=\"_blank\" href=\"https:\/\/tech-lab.sios.jp\/archives\/49140\" target=\"_blank\" rel=\"noopener\" title=\"\">3 \u30d5\u30a7\u30fc\u30ba\u958b\u767a\u306e\u8a18\u4e8b<\/a>\u3067\u300c\u691c\u8a3c\u30d5\u30a7\u30fc\u30ba\u300d\u3068\u3057\u3066\u89e3\u8aac\u3057\u3066\u3044\u308b\u5185\u5bb9\u3092\u3001\u3053\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3067\u306f\u300c\u7814\u7a76\u8a18\u9332\u30d5\u30a7\u30fc\u30ba\u300d\u3068\u3057\u3066\u4f53\u7cfb\u5316\u3057\u3066\u3044\u307e\u3059\u3002\u5b9f\u88c5\u5b8c\u4e86\u5f8c\u306b\u8a08\u753b\u3068\u5b9f\u88c5\u306e\u5dee\u7570\u3092\u5206\u6790\u3057\u3001\u77e5\u898b\u3068\u3057\u3066\u8a18\u9332\u3057\u307e\u3059\u3002<\/p>\n<h4 class=\"wp-block-heading\"><span id=\"fezu_4_ji_shi_hua_docsarticle\">\u30d5\u30a7\u30fc\u30ba 4: \u8a18\u4e8b\u5316 (<code>\/docs\/article\/<\/code>)<\/span><\/h4>\n<p><strong>\u76ee\u7684<\/strong>: \u6280\u8853\u30d6\u30ed\u30b0\u57f7\u7b46\u306b\u5fc5\u8981\u306a\u60c5\u5831\u53ce\u96c6\u30fb\u8abf\u67fb\u3001<strong>\u77e5\u898b\u306e\u8cc7\u7523\u5316<\/strong><\/p>\n<p><strong>\u6210\u679c\u7269<\/strong>: <code>research-doc.md<\/code>\uff08\u8abf\u67fb\u8cc7\u6599\uff09\u3001<code>no1-article.md<\/code>\uff08\u8a18\u4e8b\u672c\u6587\uff09<\/p>\n<p><strong>\u53c2\u7167\u5143<\/strong>: <code>\/docs\/features\/<\/code> + <code>\/docs\/research\/<\/code> + <code>\/application\/<\/code><\/p>\n<p><strong>\u52b9\u7387\u5316\u30c4\u30fc\u30eb<\/strong>\uff08<a target=\"_blank\" href=\"https:\/\/tech-lab.sios.jp\/archives\/50103\" target=\"_blank\" rel=\"noopener\" title=\"\">\u77e5\u898b\u3092\u8cc7\u7523\u5316\u3059\u308b\u8a18\u4e8b<\/a>\u3067\u8a73\u7d30\u89e3\u8aac\uff09:<\/p>\n<ul class=\"wp-block-list is-style-sango-list-main-color\">\n<li><strong>RAG \u3082\u3069\u304d<\/strong>\uff08fetch-blog-html.ts\uff09: \u65e2\u5b58\u8a18\u4e8b\u53c2\u7167\u3067\u30c8\u30fc\u30af\u30f3\u6570 50-60%\u524a\u6e1b<\/li>\n<li><strong>\u6587\u4f53\u88dc\u6b63<\/strong>\uff08writing-style-prompt.md\uff09: \u4e00\u8cab\u3057\u305f\u8a18\u4e8b\u54c1\u8cea<\/li>\n<li><strong>\u8a18\u4e8b\u57f7\u7b46\u6642\u9593 50%\u524a\u6e1b<\/strong>: \u8abf\u67fb\u8cc7\u6599\u304b\u3089\u8a18\u4e8b\u57f7\u7b46\u307e\u3067\u306e\u81ea\u52d5\u5316<\/li>\n<li><strong>\u91cd\u8907\u30c1\u30a7\u30c3\u30af 83%\u524a\u6e1b<\/strong>: \u65e2\u5b58\u8a18\u4e8b\u3068\u306e\u91cd\u8907\u3092\u81ea\u52d5\u691c\u51fa<\/li>\n<\/ul>\n<h3 class=\"wp-block-heading\"><span id=\"konowakufurono_xiao_guo\">\u3053\u306e\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306e\u52b9\u679c<\/span><\/h3>\n<p>\u2705 <strong>\u77e5\u898b\u304c\u81ea\u7136\u306b\u84c4\u7a4d<\/strong> \u2013 \u5b9f\u88c5\u3068\u540c\u6642\u306b\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u304c\u4f5c\u6210\u3055\u308c\u308b<\/p>\n<p>\u2705 <strong>\u8a18\u4e8b\u5316\u304c\u30b9\u30e0\u30fc\u30ba<\/strong> \u2013 \u8a08\u753b \u2192 \u691c\u8a3c \u2192 \u5b9f\u88c5\u30b3\u30fc\u30c9\u3092\u53c2\u7167\u3059\u308b\u3060\u3051<\/p>\n<p>\u2705 <strong>\u624b\u623b\u308a\u304c\u6e1b\u5c11<\/strong> \u2013 \u8a08\u753b\u30d5\u30a7\u30fc\u30ba\u3067\u8a2d\u8a08\u3092\u56fa\u3081\u308b\u3053\u3068\u3067\u3001\u5b9f\u88c5\u6642\u306e\u624b\u623b\u308a\u304c\u6e1b\u5c11<\/p>\n<ul class=\"wp-block-list is-style-sango-list-simple\">\n<li>\u958b\u767a\u6642\u9593 1 \u9031\u9593 \u21922 \u65e5\u306b\u77ed\u7e2e\uff08\u8a08\u753b\u30d5\u30a7\u30fc\u30ba\u306e\u52b9\u679c\uff09<\/li>\n<\/ul>\n<p>\u2705 <strong>AI \u3068\u306e\u5354\u696d\u304c\u52b9\u7387\u5316<\/strong> \u2013 \u5404\u30d5\u30a7\u30fc\u30ba\u3067 AI \u306b\u660e\u78ba\u306a\u5f79\u5272\u3092\u4e0e\u3048\u3089\u308c\u308b<\/p>\n<p>\u2705 <strong>\u77e5\u898b\u304c\u8cc7\u7523\u5316\u3055\u308c\u308b<\/strong> \u2013 \u30d5\u30a7\u30fc\u30ba 4\uff08\u8a18\u4e8b\u5316\uff09\u306b\u3088\u308a\u3001\u958b\u767a\u77e5\u898b\u304c\u518d\u5229\u7528\u53ef\u80fd\u306a\u30d6\u30ed\u30b0\u8a18\u4e8b\u3068\u3057\u3066\u84c4\u7a4d<\/p>\n<ul class=\"wp-block-list is-style-sango-list-simple\">\n<li>\u65e2\u5b58\u8a18\u4e8b\u3068\u306e\u91cd\u8907\u30c1\u30a7\u30c3\u30af 83%\u524a\u6e1b<\/li>\n<li>\u6280\u8853\u30d6\u30ed\u30b0\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u304c\u81ea\u7136\u306b\u5f62\u6210\u3055\u308c\u308b<\/li>\n<\/ul>\n<h2 class=\"wp-block-heading\"><span id=\"xing_an_quanna_API_kai_fapaipurain\">\u578b\u5b89\u5168\u306a API \u958b\u767a\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3<\/span><\/h2>\n<p>Frontend \u3068 Backend \u306e\u578b\u30ba\u30ec\u3092\u30bc\u30ed\u306b\u3059\u308b<strong>\u578b\u5b89\u5168\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3<\/strong>\u306b\u3064\u3044\u3066\u306f\u3001\u5225\u8a18\u4e8b\u3067\u8a73\u3057\u304f\u89e3\u8aac\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p><strong>\u8a73\u7d30\u3092\u5b66\u3076<\/strong>: <a target=\"_blank\" href=\"https:\/\/tech-lab.sios.jp\/archives\/49157\" target=\"_blank\" rel=\"noopener\" title=\"\">AI \u3068\u7206\u901f\u958b\u767a\uff01Next.js\u00d7Nest.js \u578b\u5b9a\u7fa9\u540c\u671f\u306e\u81ea\u52d5\u751f\u6210\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u69cb\u7bc9\u8853<\/a><\/p>\n<h3 class=\"wp-block-heading\"><span id=\"Single_Source_of_Truth_no_yuan_ze\">Single Source of Truth \u306e\u539f\u5247<\/span><\/h3>\n<p>\u3053\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3067\u306f\u3001<strong>Backend DTOs \u3092\u552f\u4e00\u306e\u771f\u5b9f<\/strong>\u3068\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>Frontend \u306e\u578b\u5b9a\u7fa9\u306f\u3001Backend \u304b\u3089\u81ea\u52d5\u751f\u6210\u3059\u308b\u305f\u3081\u3001<strong>\u624b\u52d5\u3067\u578b\u5b9a\u7fa9\u3092\u540c\u671f\u3059\u308b\u4f5c\u696d\u304c\u4e0d\u8981<\/strong>\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<figure class=\"wp-block-image size-full\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"880\" height=\"214\" src=\"https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/11\/2e261226e6375291d1a9ae30a0d90f86.png?resize=880%2C214&amp;ssl=1\" alt=\"graph LR&#10;    A[Backend DTOs&lt;br&gt;@ApiProperty] --&gt; B[generate:openapi&lt;br&gt;NestJS]&#10;    B --&gt; C[OpenAPI\u4ed5\u69d8&lt;br&gt;\/docs\/api\/openapi.yaml]&#10;    C --&gt; D[generate:api&lt;br&gt;Orval]&#10;    D --&gt; E[Frontend \u578b\u5b9a\u7fa9&lt;br&gt;lib\/api\/generated.ts]&#10;    E --&gt; F[\u30ab\u30b9\u30bf\u30e0SWR\u30d5\u30c3\u30af&lt;br&gt;hooks\/]&#10;&#10;    style A fill:#d4edda,stroke:#333,stroke-width:2px&#10;    style C fill:#fff3cd,stroke:#333,stroke-width:2px&#10;    style E fill:#d1ecf1,stroke:#333,stroke-width:2px&#10;    style F fill:#f8d7da,stroke:#333,stroke-width:2px\" class=\"wp-image-50111\" srcset=\"https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/11\/2e261226e6375291d1a9ae30a0d90f86.png?w=1920&amp;ssl=1 1920w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/11\/2e261226e6375291d1a9ae30a0d90f86.png?resize=1536%2C373&amp;ssl=1 1536w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/11\/2e261226e6375291d1a9ae30a0d90f86.png?resize=940%2C228&amp;ssl=1 940w, https:\/\/i0.wp.com\/tech-lab.sios.jp\/wp-content\/uploads\/2025\/11\/2e261226e6375291d1a9ae30a0d90f86.png?w=1760&amp;ssl=1 1760w\" sizes=\"auto, (max-width: 880px) 100vw, 880px\"\/><\/figure>\n<h3 class=\"wp-block-heading\"><span id=\"xing_an_quanpaipurainno_xiao_guo\">\u578b\u5b89\u5168\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306e\u52b9\u679c<\/span><\/h3>\n<p>\u2705 <strong>\u578b\u30ba\u30ec\u30bc\u30ed<\/strong> \u2013 Backend \u3068 Frontend \u306e\u578b\u304c\u5e38\u306b\u4e00\u81f4<br \/>\u2705 <strong>\u624b\u52d5\u540c\u671f\u4f5c\u696d\u306e\u64b2\u6ec5<\/strong> \u2013 \u578b\u5b9a\u7fa9\u3092\u624b\u52d5\u3067\u30b3\u30d4\u30fc\uff06\u30da\u30fc\u30b9\u30c8\u3059\u308b\u5fc5\u8981\u304c\u306a\u3044<br \/>\u2705 <strong>\u30ea\u30d5\u30a1\u30af\u30bf\u30ea\u30f3\u30b0\u6642\u306e\u5b89\u5168\u6027<\/strong> \u2013 Backend \u306e\u578b\u3092\u5909\u66f4\u3059\u308b\u3068\u3001Frontend \u3067\u30b3\u30f3\u30d1\u30a4\u30eb\u30a8\u30e9\u30fc\u304c\u51fa\u308b<br \/>\u2705 <strong>\u958b\u767a\u901f\u5ea6\u5411\u4e0a<\/strong> \u2013 \u578b\u5b9a\u7fa9\u3092\u66f8\u304f\u6642\u9593\u304c\u4e0d\u8981\u306b\u306a\u308a\u3001\u5b9f\u88c5\u306b\u96c6\u4e2d\u3067\u304d\u308b<\/p>\n<h2 class=\"wp-block-heading\"><span id=\"monorepo_CICD_paipurain_paths_firutano_wei_li\">\u30e2\u30ce\u30ec\u30dd CI\/CD \u30d1\u30a4\u30d7\u30e9\u30a4\u30f3: paths \u30d5\u30a3\u30eb\u30bf\u306e\u5a01\u529b<\/span><\/h2>\n<p>\u6b21\u306b\u30014 \u3064\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u4e26\u884c\u30c7\u30d7\u30ed\u30a4\u3059\u308b<strong>\u6700\u9069\u5316\u3055\u308c\u305f CI\/CD \u30d1\u30a4\u30d7\u30e9\u30a4\u30f3<\/strong>\u306b\u3064\u3044\u3066\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n<h3 class=\"wp-block-heading\"><span id=\"4_tsuno_du_lishitawakufuro\">4 \u3064\u306e\u72ec\u7acb\u3057\u305f\u30ef\u30fc\u30af\u30d5\u30ed\u30fc<\/span><\/h3>\n<p>\u3053\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3067\u306f\u3001<strong>4 \u3064\u306e\u72ec\u7acb\u3057\u305f GitHub Actions \u30ef\u30fc\u30af\u30d5\u30ed\u30fc<\/strong>\u3092\u4f7f\u7528\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<div id=\"id-d6cf36e2-6999-4e4d-ac9f-7bc8a4237db6\">\n<figure class=\"wp-block-table\">\n<div class=\"s_table\"><table class=\"has-fixed-layout\">\n<thead>\n<tr>\n<th>\u30ef\u30fc\u30af\u30d5\u30ed\u30fc<\/th>\n<th>\u30c8\u30ea\u30ac\u30fc\u30d1\u30b9<\/th>\n<th>\u30c7\u30d7\u30ed\u30a4\u5148<\/th>\n<th>\u30d3\u30eb\u30c9\u6642\u9593\uff08\u5e73\u5747\uff09<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><code>frontend-swa-deploy.yml<\/code><\/td>\n<td><code>application\/frontend\/**<\/code><\/td>\n<td>Azure Static Web Apps<\/td>\n<td>3 \u5206<\/td>\n<\/tr>\n<tr>\n<td><code>backend-docker-build.yml<\/code><\/td>\n<td><code>application\/backend\/**<\/code><\/td>\n<td>GitHub Container Registry \u2192 Azure Web Apps<\/td>\n<td>5 \u5206<\/td>\n<\/tr>\n<tr>\n<td><code>deploy-x-scheduler-functions.yml<\/code><\/td>\n<td><code>application\/functions\/**<\/code><\/td>\n<td>Azure Functions (X Scheduler)<\/td>\n<td>2 \u5206<\/td>\n<\/tr>\n<tr>\n<td><code>deploy-blog-search-mcp-functions.yml<\/code><\/td>\n<td><code>application\/blog-search-mcp-functions\/**<\/code><\/td>\n<td>Azure Functions (MCP Server)<\/td>\n<td>2 \u5206<\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/div>\n<\/figure>\n<\/div>\n<h3 class=\"wp-block-heading\"><span id=\"paths_firutaniyoru_zui_shi_hua\">paths \u30d5\u30a3\u30eb\u30bf\u306b\u3088\u308b\u6700\u9069\u5316<\/span><\/h3>\n<p><strong>\u8ab2\u984c<\/strong>: \u30e2\u30ce\u30ec\u30dd\u5168\u4f53\u3092\u30d3\u30eb\u30c9\u3059\u308b\u3068\u3001\u5909\u66f4\u306e\u306a\u3044\u30a2\u30d7\u30ea\u3082\u30d3\u30eb\u30c9\u3055\u308c\u6642\u9593\u304c\u304b\u304b\u308b<\/p>\n<p><strong>\u89e3\u6c7a\u7b56<\/strong>: GitHub Actions \u306e <code>paths<\/code> \u30d5\u30a3\u30eb\u30bf\u3067\u3001\u5909\u66f4\u3055\u308c\u305f\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u306e\u307f\u3092\u30c8\u30ea\u30ac\u30fc<\/p>\n<h4 class=\"wp-block-heading\"><span id=\"li_Frontend_SWA_Deploy\">\u4f8b: Frontend SWA Deploy<\/span><\/h4>\n<div class=\"hcb_wrap\">\n<pre class=\"prism line-numbers lang-YAML\" data-lang=\"yaml\"><code># .github\/workflows\/frontend-swa-deploy.yml\nname: Frontend SWA Deploy\n\non:\n  push:\n    branches:\n      - main\n    paths:\n      - \"application\/frontend\/**\"\n      - \".github\/workflows\/frontend-swa-deploy.yml\"\n  workflow_dispatch:<\/code><\/pre>\n<\/div>\n<p><strong>\u30dd\u30a4\u30f3\u30c8<\/strong>:<\/p>\n<ul class=\"wp-block-list is-style-sango-list-stitch-blue\">\n<li><code>paths<\/code> \u30d5\u30a3\u30eb\u30bf\u3067 <code>application\/frontend\/**<\/code> \u306e\u307f\u3092\u30c8\u30ea\u30ac\u30fc<\/li>\n<li>Backend \u3092\u5909\u66f4\u3057\u3066\u3082\u3001Frontend \u306e\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306f\u5b9f\u884c\u3055\u308c\u306a\u3044<\/li>\n<\/ul>\n<h4 class=\"wp-block-heading\"><span id=\"BeforeAfter_bi_jiao\">Before\/After \u6bd4\u8f03<\/span><\/h4>\n<p><strong>Before\uff08paths \u30d5\u30a3\u30eb\u30bf\u306a\u3057\uff09<\/strong><\/p>\n<div class=\"hcb_wrap\">\n<pre class=\"prism line-numbers lang-bash\" data-lang=\"Bash\"><code>Backend \u3092\u5909\u66f4\n\u2193\n\u5168\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u5b9f\u884c\uff08Frontend, Backend, Functions, MCP Functions\uff09\n\u2193\n\u5408\u8a08\u30d3\u30eb\u30c9\u6642\u9593: 12\u5206\uff083 + 5 + 2 + 2\uff09<\/code><\/pre>\n<\/div>\n<p><strong>After\uff08paths \u30d5\u30a3\u30eb\u30bf\u3042\u308a\uff09<\/strong><\/p>\n<div class=\"hcb_wrap\">\n<pre class=\"prism line-numbers lang-bash\" data-lang=\"Bash\"><code>Backend \u3092\u5909\u66f4\n\u2193\nBackend \u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306e\u307f\u5b9f\u884c\n\u2193\n\u5408\u8a08\u30d3\u30eb\u30c9\u6642\u9593: 5\u5206\uff0858%\u524a\u6e1b\uff09<\/code><\/pre>\n<\/div>\n<h3 class=\"wp-block-heading\"><span id=\"bing_xingdepuroino_shi_xian\">\u4e26\u884c\u30c7\u30d7\u30ed\u30a4\u306e\u5b9f\u73fe<\/span><\/h3>\n<p>4 \u3064\u306e\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u304c<strong>\u72ec\u7acb\u3057\u3066\u3044\u308b<\/strong>\u305f\u3081\u3001\u8907\u6570\u306e\u30a2\u30d7\u30ea\u3092\u540c\u6642\u306b\u5909\u66f4\u3057\u305f\u5834\u5408\u3001<strong>\u4e26\u884c\u30c7\u30d7\u30ed\u30a4<\/strong>\u304c\u5b9f\u73fe\u3055\u308c\u307e\u3059\u3002<\/p>\n<div class=\"hcb_wrap\">\n<pre class=\"prism line-numbers lang-bash\" data-lang=\"Bash\"><code>Frontend \u3068 Backend \u3092\u540c\u6642\u306b\u5909\u66f4\n\u2193\nfrontend-swa-deploy.yml \u3068 backend-docker-build.yml \u304c\u4e26\u884c\u5b9f\u884c\n\u2193\n\u5408\u8a08\u30d3\u30eb\u30c9\u6642\u9593: 5\u5206\uff08\u9010\u6b21\u5b9f\u884c\u306a\u30898\u5206\uff09<\/code><\/pre>\n<\/div>\n<h3 class=\"wp-block-heading\"><span id=\"CICD_paipurainno_xiao_guo\">CI\/CD \u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306e\u52b9\u679c<\/span><\/h3>\n<p>\u2705 <strong>\u30d3\u30eb\u30c9\u6642\u9593 58%\u524a\u6e1b<\/strong> \u2013 paths \u30d5\u30a3\u30eb\u30bf\u306b\u3088\u308a\u3001\u5909\u66f4\u306e\u306a\u3044\u30a2\u30d7\u30ea\u306f\u30d3\u30eb\u30c9\u3055\u308c\u306a\u3044<br \/>\u2705 <strong>\u4e26\u884c\u30c7\u30d7\u30ed\u30a4<\/strong> \u2013 \u8907\u6570\u306e\u30a2\u30d7\u30ea\u3092\u540c\u6642\u306b\u5909\u66f4\u3057\u3066\u3082\u3001\u4e26\u884c\u5b9f\u884c\u3067\u6642\u9593\u77ed\u7e2e<br \/>\u2705 <strong>\u5b89\u5168\u306a\u30c7\u30d7\u30ed\u30a4<\/strong> \u2013 \u5404\u30a2\u30d7\u30ea\u304c\u72ec\u7acb\u3057\u3066\u3044\u308b\u305f\u3081\u3001Frontend \u306e\u30c7\u30d7\u30ed\u30a4\u5931\u6557\u304c Backend \u306b\u5f71\u97ff\u3057\u306a\u3044<\/p>\n<h2 class=\"wp-block-heading\"><span id=\"kai_fa_ti_yanno_bian_hua_BeforeAfter\">\u958b\u767a\u4f53\u9a13\u306e\u5909\u5316\uff08Before\/After\uff09<\/span><\/h2>\n<p>\u30e2\u30ce\u30ec\u30dd \u00d7AI \u5354\u696d\u958b\u767a\u74b0\u5883\u3092\u5c0e\u5165\u3059\u308b\u524d\u5f8c\u3067\u3001\u958b\u767a\u4f53\u9a13\u304c\u3069\u3046\u5909\u308f\u3063\u305f\u304b\u3092\u6bd4\u8f03\u3057\u307e\u3059\u3002<\/p>\n<h3 class=\"wp-block-heading\"><span id=\"Beforemonorepo_AI_huan_jing_dao_ru_qian\">Before\uff08\u30e2\u30ce\u30ec\u30dd \u00d7AI \u74b0\u5883\u5c0e\u5165\u524d\uff09<\/span><\/h3>\n<h4 class=\"wp-block-heading\"><span id=\"wen_ti_dian\">\u554f\u984c\u70b9<\/span><\/h4>\n<p>\u274c <strong>AI \u306b\u6bce\u56de\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u69cb\u6210\u3092\u8aac\u660e<\/strong><\/p>\n<div class=\"hcb_wrap\">\n<pre class=\"prism line-numbers lang-bash\" data-lang=\"Bash\"><code>\u958b\u767a\u8005: \u300c\u30e6\u30fc\u30b6\u30fc\u7ba1\u7406\u6a5f\u80fd\u3092\u5b9f\u88c5\u3057\u3066\u300d\nAI: \u300c\u3053\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306f\u3069\u3046\u3044\u3046\u69cb\u6210\u3067\u3059\u304b\uff1f\u300d\n\u958b\u767a\u8005: \u300cBackend\u306f...Frontend\u306f...\u300d\uff08\u6bce\u56de\u8aac\u660e\uff09<\/code><\/pre>\n<\/div>\n<p>\u274c <strong>CI\/CD \u30d3\u30eb\u30c9\u6642\u9593\u306e\u5897\u52a0<\/strong><\/p>\n<div class=\"hcb_wrap\">\n<pre class=\"prism line-numbers lang-bash\" data-lang=\"Bash\"><code>Backend \u3092\u5909\u66f4\n\u2193\n\u5168\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u5b9f\u884c\uff08Frontend, Backend, Functions\uff09\n\u2193\n\u5408\u8a08\u30d3\u30eb\u30c9\u6642\u9593: 12\u5206<\/code><\/pre>\n<\/div>\n<p>\u274c <strong>\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u304c\u6563\u3089\u3070\u3063\u3066\u3001\u3069\u3053\u306b\u4f55\u304c\u3042\u308b\u304b\u308f\u304b\u3089\u306a\u3044<\/strong><\/p>\n<div class=\"hcb_wrap\">\n<pre class=\"prism line-numbers lang-bash\" data-lang=\"Bash\"><code>\u8a08\u753b\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8: Notion\n\u5b9f\u88c5\u30b3\u30e1\u30f3\u30c8: \u30b3\u30fc\u30c9\u5185\n\u30d6\u30ed\u30b0\u8a18\u4e8b: \u5225\u30ea\u30dd\u30b8\u30c8\u30ea\n\n\u2193\n\u60c5\u5831\u304c\u6563\u3089\u3070\u3063\u3066\u3001\u3069\u3053\u306b\u4f55\u304c\u3042\u308b\u304b\u308f\u304b\u3089\u306a\u3044<\/code><\/pre>\n<\/div>\n<h3 class=\"wp-block-heading\"><span id=\"Aftermonorepo_AI_huan_jing_dao_ru_hou\">After\uff08\u30e2\u30ce\u30ec\u30dd \u00d7AI \u74b0\u5883\u5c0e\u5165\u5f8c\uff09<\/span><\/h3>\n<h4 class=\"wp-block-heading\"><span id=\"gai_shan_dian\">\u6539\u5584\u70b9<\/span><\/h4>\n<p>\u2705 <strong>AI \u304c\u81ea\u5f8b\u7684\u306b\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u69cb\u6210\u3092\u7406\u89e3<\/strong><\/p>\n<div class=\"hcb_wrap\">\n<pre class=\"prism line-numbers lang-bash\" data-lang=\"Bash\"><code>\u958b\u767a\u8005: \u300c\u30e6\u30fc\u30b6\u30fc\u7ba1\u7406\u6a5f\u80fd\u3092\u5b9f\u88c5\u3057\u3066\u300d\nAI: \u300c\/CLAUDE.md \u3092\u78ba\u8a8d\u3057\u307e\u3059\u300d\nAI: \u300c\/application\/backend\/CLAUDE.md \u3092\u78ba\u8a8d\u3057\u307e\u3059\u300d\nAI: \u300c\u578b\u5b89\u5168\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306b\u5f93\u3063\u3066\u5b9f\u88c5\u3057\u307e\u3059\u300d<\/code><\/pre>\n<\/div>\n<p>\u2705 <strong>CI\/CD \u30d3\u30eb\u30c9\u6642\u9593 50%\u524a\u6e1b<\/strong><\/p>\n<div class=\"hcb_wrap\">\n<pre class=\"prism line-numbers lang-bash\" data-lang=\"Bash\"><code>Backend \u3092\u5909\u66f4\n\u2193\nBackend \u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306e\u307f\u5b9f\u884c\uff08paths\u30d5\u30a3\u30eb\u30bf\uff09\n\u2193\n\u5408\u8a08\u30d3\u30eb\u30c9\u6642\u9593: 5\u5206\uff0850%\u524a\u6e1b\uff09<\/code><\/pre>\n<\/div>\n<p>\u2705 <strong>\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u304c\u81ea\u7136\u306b\u84c4\u7a4d\u3057\u3001\u8cc7\u7523\u5316\u3055\u308c\u308b<\/strong><\/p>\n<div class=\"hcb_wrap\">\n<pre class=\"prism line-numbers lang-bash\" data-lang=\"Bash\"><code>4\u30d5\u30a7\u30fc\u30ba\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\n\u8a08\u753b (\/docs\/features\/)\n  \u2193\n\u5b9f\u88c5 (\/application\/)\n  \u2193\n\u7814\u7a76\u8a18\u9332 (\/docs\/research\/)\n  \u2193\n\u8a18\u4e8b\u5316 (\/docs\/article\/)\n  \u251c\u2500 RAG\u3082\u3069\u304d\uff08fetch-blog-html.ts\uff09\u3067\u30c8\u30fc\u30af\u30f3\u657050-60%\u524a\u6e1b\n  \u2514\u2500 \u6587\u4f53\u88dc\u6b63\uff08writing-style-prompt.md\uff09\u3067\u4e00\u8cab\u3057\u305f\u8a18\u4e8b\u54c1\u8cea\n\n\u2193\n\u60c5\u5831\u304c\u6574\u7406\u3055\u308c\u3001\u77e5\u898b\u304c\u8cc7\u7523\u5316\u3055\u308c\u308b\n\u6280\u8853\u30d6\u30ed\u30b0\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u304c\u81ea\u7136\u306b\u5f62\u6210\u3055\u308c\u308b<\/code><\/pre>\n<\/div>\n<h3 class=\"wp-block-heading\"><span id=\"ding_liang_dena_xiao_guo\">\u5b9a\u91cf\u7684\u306a\u52b9\u679c<\/span><\/h3>\n<div id=\"id-816575f6-c28a-4e94-9fff-f0da727068b5\">\n<figure class=\"wp-block-table\">\n<div class=\"s_table\"><table class=\"has-fixed-layout\">\n<thead>\n<tr>\n<th>\u6307\u6a19<\/th>\n<th>Before<\/th>\n<th>After<\/th>\n<th>\u6539\u5584\u7387<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><strong>\u521d\u671f\u8aac\u660e\u6642\u9593<\/strong><\/td>\n<td>10 \u5206\/\u30bb\u30c3\u30b7\u30e7\u30f3<\/td>\n<td>\u307b\u307c\u4e0d\u8981\uff08CLAUDE.md \u3067\u81ea\u5f8b\u7406\u89e3\uff09<\/td>\n<td>\u5927\u5e45\u524a\u6e1b<\/td>\n<\/tr>\n<tr>\n<td><strong>CI\/CD \u30d3\u30eb\u30c9\u6642\u9593<\/strong><\/td>\n<td>12 \u5206<\/td>\n<td>5 \u5206<\/td>\n<td>58%\u524a\u6e1b<\/td>\n<\/tr>\n<tr>\n<td><strong>\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u30e1\u30f3\u30c6\u30ca\u30f3\u30b9\u6642\u9593<\/strong><\/td>\n<td>\u9031 5 \u6642\u9593<\/td>\n<td>\u9031 2 \u6642\u9593<\/td>\n<td>60%\u524a\u6e1b<\/td>\n<\/tr>\n<tr>\n<td><strong>\u65b0\u6a5f\u80fd\u958b\u767a\u30b9\u30d4\u30fc\u30c9<\/strong><\/td>\n<td>2 \u9031\u9593<\/td>\n<td>1 \u9031\u9593<\/td>\n<td>50%\u77ed\u7e2e<\/td>\n<\/tr>\n<tr>\n<td><strong>\u8a18\u4e8b\u57f7\u7b46\u6642\u9593<\/strong><\/td>\n<td>6-8 \u6642\u9593<\/td>\n<td>3-4 \u6642\u9593<\/td>\n<td>50%\u524a\u6e1b<\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/div>\n<\/figure>\n<\/div>\n<p><strong>\u203b\u6e2c\u5b9a\u6761\u4ef6<\/strong>: \u5c0f\u898f\u6a21\u301c\u4e2d\u898f\u6a21\u6a5f\u80fd\u958b\u767a\uff08\u30d0\u30c3\u30af\u30a8\u30f3\u30c9 API \u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8 2-4 \u500b\u3001\u30d5\u30ed\u30f3\u30c8\u30a8\u30f3\u30c9\u753b\u9762 1-2 \u500b\u898f\u6a21\uff09\u3067\u306e\u5b9f\u6e2c\u5024\u3067\u3059\u3002\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u898f\u6a21\u3084\u8907\u96d1\u3055\u306b\u3088\u3063\u3066\u52b9\u679c\u306f\u5909\u52d5\u3057\u307e\u3059\u3002\u8a18\u4e8b\u57f7\u7b46\u6642\u9593\u306f\u3001\u8abf\u67fb\u8cc7\u6599\u4f5c\u6210\u304b\u3089\u8a18\u4e8b\u672c\u6587\u57f7\u7b46\u307e\u3067\u306e\u5408\u8a08\u6642\u9593\u3067\u3059\u3002<\/p>\n<h3 class=\"wp-block-heading\"><span id=\"longchanno_suo_gan\">\u9f8d\u3061\u3083\u3093\u306e\u6240\u611f<\/span><\/h3>\n<p><strong>\u5c0e\u5165\u524d\u306e\u8ab2\u984c<\/strong>:<\/p>\n<p>\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u304c\u5c0f\u3055\u3044\u3046\u3061\u306f\u554f\u984c\u306a\u304b\u3063\u305f\u3093\u3067\u3059\u304c\u3001\u3044\u308d\u3093\u306a\u691c\u8a3c\u3092\u8a70\u3081\u8fbc\u3093\u3067\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u304c\u5927\u304d\u304f\u306a\u3063\u3066\u304f\u308b\u3068\u3001<strong>\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3092\u7de8\u96c6\u3059\u308b\u3060\u3051\u3067\u30d3\u30eb\u30c9\u304c\u8d70\u308b<\/strong>\u3068\u3044\u3046\u554f\u984c\u304c\u51fa\u3066\u304d\u307e\u3057\u305f\u3002\u9069\u5207\u306b\u30d3\u30eb\u30c9\u3092\u5206\u5272\u3059\u308b\u3053\u3068\u3067\u3001\u4e0d\u8981\u306a CI\/CD \u306e\u5b9f\u884c\u3092\u6291\u3048\u308b\u5fc5\u8981\u304c\u51fa\u3066\u304d\u305f\u3093\u3067\u3059\u3002<\/p>\n<p>\u307e\u305f\u3001\u30d5\u30ed\u30f3\u30c8\u30a8\u30f3\u30c9\u30fb\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u30fbFunctions\uff08\u30d0\u30c3\u30c1\u51e6\u7406\uff09\u3068\u3044\u3046\u8907\u6570\u306e\u69cb\u6210\u3067\u30a2\u30d7\u30ea\u3092\u4f5c\u3063\u3066\u3044\u305f\u306e\u3067\u3001<strong>API \u9023\u643a\u3084\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u9023\u643a\u304c\u30b9\u30e0\u30fc\u30ba\u306b\u884c\u3048\u308b\u74b0\u5883<\/strong>\u304c\u5fc5\u8981\u3067\u3057\u305f\u3002\u4f8b\u3048\u3070\u3001\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u3067\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306b\u60c5\u5831\u3092\u5165\u308c\u3066\u3001\u305d\u308c\u3092\u30d0\u30c3\u30c1\u51e6\u7406\u3067\u53d6\u5f97\u3057\u3066\u5b9f\u884c\u3059\u308b\u3088\u3046\u306a\u9023\u643a\u3067\u3059\u306d\u3002<\/p>\n<p><strong>AI \u5354\u696d\u958b\u767a\u3067\u306e\u6c17\u3065\u304d<\/strong>:<\/p>\n<p>AI \u3068\u958b\u767a\u3059\u308b\u4e0a\u3067\u3001\u30d5\u30ed\u30f3\u30c8\u30a8\u30f3\u30c9\u3068\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u306e\u578b\u30ba\u30ec\u3092\u89e3\u6d88\u3059\u308b\u305f\u3081\u306b\u3082\u3001<strong>\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u5168\u4f53\u3092 AI \u306b\u898b\u3048\u308b\u5f62\u3067\u4e00\u3064\u306b\u96c6\u7d04\u3059\u308b<\/strong>\u3053\u3068\u304c\u3084\u306f\u308a\u5927\u4e8b\u3060\u306a\u3068\u5b9f\u611f\u3057\u307e\u3057\u305f\u3002\u3053\u308c\u306f\u81ea\u5206\u306e\u4e2d\u3067\u3082\u3059\u3054\u304f\u52b9\u679c\u7684\u3067\u3057\u305f\u306d\u3002<\/p>\n<p><strong>\u691c\u8a3c\u3068\u30d6\u30ed\u30b0\u57f7\u7b46\u306e\u8ab2\u984c<\/strong>:<\/p>\n<p>\u81ea\u5206\u306e\u691c\u8a3c\u30b9\u30bf\u30a4\u30eb\u3068\u3057\u3066\u3001\u300c\u30a4\u30f3\u30d7\u30c3\u30c8\u3092\u5165\u308c\u305f\u3089\u30a2\u30a6\u30c8\u30d7\u30c3\u30c8\u3092\u51fa\u3059\u300d\u3068\u3044\u3046\u306e\u304c\u5f0a\u793e\u306e\u7406\u5ff5\u3067\u3082\u3042\u308a\u3001\u3053\u306e\u30d6\u30ed\u30b0\u306e\u610f\u7fa9\u3067\u3082\u3042\u308b\u306e\u3067\u3001\u691c\u8a3c\u3068\u30d6\u30ed\u30b0\u57f7\u7b46\u306f\u30bb\u30c3\u30c8\u3067\u8003\u3048\u3066\u3044\u307e\u3057\u305f\u3002<\/p>\n<p>\u305f\u3060\u3001\u691c\u8a3c\u304c\u7d42\u308f\u3063\u305f\u5f8c\u306b\u3001\u5225\u3067\u30d6\u30ed\u30b0\u3092\u66f8\u304f\u305f\u3081\u306e\u30b7\u30b9\u30c6\u30e0\u3092\u7acb\u3061\u4e0a\u3052\u3066\u2026\u3068\u3044\u3046\u306e\u304c\u5272\u3068\u9762\u5012\u306b\u306a\u3063\u3066\u304d\u305f\u3093\u3067\u3059\u3002\u3082\u3046 3 \u5e74\u3067 200 \u8a18\u4e8b\u304f\u3089\u3044\u66f8\u3044\u3066\u3044\u308b\u3093\u3067\u3059\u304c\u3001\u3060\u3093\u3060\u3093\u691c\u8a3c\u3059\u308b\u5185\u5bb9\u3082\u5927\u304d\u304f\u306a\u3063\u3066\u304d\u3066\u3001\u8a18\u4e8b\u3082\u9577\u304f\u306a\u3063\u3066\u304d\u307e\u3057\u305f\u3002<\/p>\n<p><strong>\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u53c2\u7167\u306e\u8ab2\u984c\u3068\u89e3\u6c7a\u7b56<\/strong>:<\/p>\n<p>\u8a18\u4e8b\u3092\u66f8\u304f\u969b\u306b<strong>\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u3092\u53c2\u7167\u3059\u308b\u3053\u3068\u304c\u5897\u3048\u3066<\/strong>\u304d\u305f\u3093\u3067\u3059\u304c\u3001\u53c2\u7167\u3059\u308b\u30d5\u30a1\u30a4\u30eb\u304c\u5897\u3048\u308c\u3070\u5897\u3048\u308b\u307b\u3069\u3001\u30d6\u30ed\u30b0\u3092\u66f8\u304f\u969c\u58c1\u304c\u3069\u3093\u3069\u3093\u4e0a\u304c\u3063\u3066\u304d\u307e\u3057\u305f\u3002<\/p>\n<p>\u305d\u3053\u3067\u3001<strong>\u30ea\u30dd\u30b8\u30c8\u30ea\u304b\u3089\u76f4\u63a5\u60c5\u5831\u3092\u5438\u3044\u51fa\u3057\u3066\u30d6\u30ed\u30b0\u3092\u66f8\u304f\u30b7\u30b9\u30c6\u30e0<\/strong>\uff084 \u30d5\u30a7\u30fc\u30ba\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3001RAG \u3082\u3069\u304d\u3001\u6587\u4f53\u88dc\u6b63\uff09\u3092\u69cb\u7bc9\u3057\u305f\u3053\u3068\u3067\u3001\u30d6\u30ed\u30b0\u57f7\u7b46\u306e\u52b9\u7387\u5316\u304c\u3055\u3089\u306b\u9032\u3093\u3060\u3068\u611f\u3058\u3066\u3044\u307e\u3059\uff08\u8a73\u7d30\u306f<a target=\"_blank\" href=\"https:\/\/tech-lab.sios.jp\/archives\/50103\" target=\"_blank\" rel=\"noopener\" title=\"\">\u691c\u8a3c \u2192 \u8a18\u4e8b\u5316\u3067\u77e5\u898b\u3092\u8cc7\u7523\u5316\uff01Claude Code\u00d7RAG \u3082\u3069\u304d\u3067 AI \u6280\u8853\u30d6\u30ed\u30b0\u57f7\u7b46\u3092\u52b9\u7387\u5316<\/a>\u3092\u53c2\u7167\uff09\u3002<\/p>\n<h2 class=\"wp-block-heading\"><span id=\"matome\">\u307e\u3068\u3081<\/span><\/h2>\n<p>\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001<strong>\u30e2\u30ce\u30ec\u30dd \u00d7AI \u5354\u696d\u958b\u767a\u74b0\u5883<\/strong>\u306e\u69cb\u7bc9\u8853\u306b\u3064\u3044\u3066\u89e3\u8aac\u3057\u307e\u3057\u305f\u3002<\/p>\n<h3 class=\"wp-block-heading\"><span id=\"monorepo_AI_xie_ye_kai_fa_huan_jingnopointo\">\u30e2\u30ce\u30ec\u30dd \u00d7AI \u5354\u696d\u958b\u767a\u74b0\u5883\u306e\u30dd\u30a4\u30f3\u30c8<\/span><\/h3>\n<p>\u2705 <strong>CLAUDE.md \u968e\u5c64\u69cb\u9020\u3067\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u7ba1\u7406<\/strong><br \/>9 \u3064\u306e CLAUDE.md \u30d5\u30a1\u30a4\u30eb\u3067\u3001AI \u306b\u9069\u5207\u306a\u7c92\u5ea6\u306e\u60c5\u5831\u3092\u63d0\u4f9b<\/p>\n<p>\u2705 <strong>4 \u30d5\u30a7\u30fc\u30ba\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\uff08\u8a08\u753b \u2192 \u5b9f\u88c5 \u2192 \u7814\u7a76\u8a18\u9332 \u2192 \u8a18\u4e8b\u5316\uff09<\/strong><br \/>\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u99c6\u52d5\u578b\u958b\u767a\u3067\u3001\u77e5\u898b\u304c\u81ea\u7136\u306b\u84c4\u7a4d\u3055\u308c\u3001\u8cc7\u7523\u5316\u3055\u308c\u308b<\/p>\n<ul class=\"wp-block-list is-style-sango-list-simple\">\n<li>3 \u30d5\u30a7\u30fc\u30ba\u958b\u767a\u3092\u57fa\u76e4\u306b\u3001\u30d5\u30a7\u30fc\u30ba 4\uff08\u8a18\u4e8b\u5316\uff09\u3092\u8ffd\u52a0<\/li>\n<li>RAG \u3082\u3069\u304d\u3001\u6587\u4f53\u88dc\u6b63\u306b\u3088\u308b\u8a18\u4e8b\u57f7\u7b46\u52b9\u7387\u5316<\/li>\n<\/ul>\n<p>\u2705 <strong>\u578b\u5b89\u5168\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\uff08Backend DTOs \u2192 OpenAPI \u2192 Frontend Types\uff09<\/strong><br \/>Single Source of Truth \u3067\u3001\u578b\u30ba\u30ec\u30bc\u30ed\u3092\u5b9f\u73fe\uff08<a target=\"_blank\" href=\"https:\/\/tech-lab.sios.jp\/archives\/49157\" target=\"_blank\" rel=\"noopener\" title=\"\">\u578b\u5b89\u5168\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306e\u8a73\u7d30\u8a18\u4e8b<\/a>\uff09<\/p>\n<p>\u2705 <strong>paths \u30d5\u30a3\u30eb\u30bf\u306b\u3088\u308b\u6700\u9069\u5316 CI\/CD<\/strong><br \/>4 \u3064\u306e\u72ec\u7acb\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3067\u3001\u30d3\u30eb\u30c9\u6642\u9593 58%\u524a\u6e1b<\/p>\n<h3 class=\"wp-block-heading\"><span id=\"kai_fa_ti_yanno_bian_hua\">\u958b\u767a\u4f53\u9a13\u306e\u5909\u5316<\/span><\/h3>\n<div id=\"id-e1341fe4-15c9-4819-a956-9c91f68ba647\">\n<figure class=\"wp-block-table\">\n<div class=\"s_table\"><table class=\"has-fixed-layout\">\n<thead>\n<tr>\n<th>Before<\/th>\n<th>After<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>AI \u306b\u6bce\u56de\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u69cb\u6210\u3092\u8aac\u660e<\/td>\n<td>CLAUDE.md \u3067\u81ea\u5f8b\u7684\u306b\u7406\u89e3<\/td>\n<\/tr>\n<tr>\n<td>CI\/CD \u30d3\u30eb\u30c9\u6642\u9593 12 \u5206<\/td>\n<td>paths \u30d5\u30a3\u30eb\u30bf\u3067 5 \u5206\uff0858%\u524a\u6e1b\uff09<\/td>\n<\/tr>\n<tr>\n<td>\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u304c\u6563\u3089\u3070\u308b<\/td>\n<td>4 \u30d5\u30a7\u30fc\u30ba\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3067\u81ea\u7136\u306b\u84c4\u7a4d\u3001\u8cc7\u7523\u5316<\/td>\n<\/tr>\n<tr>\n<td>\u8a18\u4e8b\u57f7\u7b46\u306b\u6642\u9593\u304c\u304b\u304b\u308b<\/td>\n<td>RAG \u3082\u3069\u304d\u3001\u6587\u4f53\u88dc\u6b63\u3067 50%\u524a\u6e1b<\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/div>\n<\/figure>\n<\/div>\n<h3 class=\"wp-block-heading\"><span id=\"cinosuteppu\">\u6b21\u306e\u30b9\u30c6\u30c3\u30d7<\/span><\/h3>\n<p>\u3053\u306e\u8a18\u4e8b\u3092\u8aad\u3093\u3067\u3001\u30e2\u30ce\u30ec\u30dd \u00d7AI \u5354\u696d\u958b\u767a\u74b0\u5883\u306b\u8208\u5473\u3092\u6301\u3063\u305f\u65b9\u306f\u3001\u4ee5\u4e0b\u306e\u30b9\u30c6\u30c3\u30d7\u3067\u5b9f\u8df5\u3057\u3066\u307f\u3066\u304f\u3060\u3055\u3044\uff1a<\/p>\n<h4 class=\"wp-block-heading\"><span id=\"1_CLAUDEmd_wo_zuo_cheng\">1. CLAUDE.md \u3092\u4f5c\u6210<\/span><\/h4>\n<p>\u307e\u305a\u306f\u3001\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u30eb\u30fc\u30c8\u306b<code>CLAUDE.md<\/code>\u3092\u4f5c\u6210\u3057\u3001\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u5168\u4f53\u50cf\u3092\u8a18\u8f09\u3057\u307e\u3059\u3002<\/p>\n<div class=\"hcb_wrap\">\n<pre class=\"prism line-numbers lang-md\" data-lang=\"Markdown\"><code># CLAUDE.md\n\n## Project Architecture Overview\n\n\uff08\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u6982\u8981\uff09\n\n### Directory Structure\n\n\uff08\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u69cb\u9020\uff09\n\n## Workflow Pattern (4-Phase Workflow)\n\n1. **\u8a08\u753b\u30d5\u30a7\u30fc\u30ba** - Plan in `\/docs\/`\n2. **\u5b9f\u88c5\u30d5\u30a7\u30fc\u30ba** - Implement in `\/application\/`\n3. **\u7814\u7a76\u8a18\u9332\u30d5\u30a7\u30fc\u30ba** - Document findings in `\/docs\/research\/`\n4. **\u8a18\u4e8b\u5316\u30d5\u30a7\u30fc\u30ba** - Gather materials in `\/docs\/article\/`<\/code><\/pre>\n<\/div>\n<h4 class=\"wp-block-heading\"><span id=\"2_paths_firutawo_dao_ru\">2. paths \u30d5\u30a3\u30eb\u30bf\u3092\u5c0e\u5165<\/span><\/h4>\n<p>GitHub Actions \u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306b <code>paths<\/code> \u30d5\u30a3\u30eb\u30bf\u3092\u8ffd\u52a0\u3057\u307e\u3059\u3002<\/p>\n<div class=\"hcb_wrap\">\n<pre class=\"prism line-numbers lang-YAML\" data-lang=\"yaml\"><code>on:\n  push:\n    branches:\n      - main\n    paths:\n      - \"application\/frontend\/**\"<\/code><\/pre>\n<\/div>\n<h4 class=\"wp-block-heading\"><span id=\"3_4_fezuwakufurowo_shi_jian\">3. 4 \u30d5\u30a7\u30fc\u30ba\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3092\u5b9f\u8df5<\/span><\/h4>\n<p>\u65b0\u6a5f\u80fd\u958b\u767a\u6642\u306f\u3001\u8a08\u753b \u2192 \u5b9f\u88c5 \u2192 \u7814\u7a76\u8a18\u9332 \u2192 \u8a18\u4e8b\u5316\u306e 4 \u30d5\u30a7\u30fc\u30ba\u3092\u9806\u306b\u9032\u3081\u307e\u3059\u3002<\/p>\n<p>\u8a73\u7d30\u306f<a target=\"_blank\" href=\"https:\/\/tech-lab.sios.jp\/archives\/49140\" target=\"_blank\" rel=\"noopener\" title=\"\">3 \u30d5\u30a7\u30fc\u30ba\u958b\u767a\u306e\u57fa\u672c\u3092\u5b66\u3076\u8a18\u4e8b<\/a>\u3092\u53c2\u7167\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<h2 class=\"wp-block-heading\"><span id=\"can_kaorinku\">\u53c2\u8003\u30ea\u30f3\u30af<\/span><\/h2>\n<h3 class=\"wp-block-heading\"><span id=\"guan_lian_ji_shi_bensaito\">\u95a2\u9023\u8a18\u4e8b\uff08\u672c\u30b5\u30a4\u30c8\uff09<\/span><\/h3>\n<h4 class=\"wp-block-heading\"><span id=\"AI_xie_ye_kai_fa_shou_fashirizu\">AI \u5354\u696d\u958b\u767a\u624b\u6cd5\u30b7\u30ea\u30fc\u30ba<\/span><\/h4>\n<h4 class=\"wp-block-heading\"><span id=\"xing_an_quanpaipurain\">\u578b\u5b89\u5168\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3<\/span><\/h4>\n<ul class=\"wp-block-list is-style-sango-list-main-color\">\n<li><a target=\"_blank\" href=\"https:\/\/tech-lab.sios.jp\/archives\/49157\">AI \u3068\u7206\u901f\u958b\u767a\uff01Next.js\u00d7Nest.js \u578b\u5b9a\u7fa9\u540c\u671f\u306e\u81ea\u52d5\u751f\u6210\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u69cb\u7bc9\u8853<\/a><\/li>\n<\/ul>\n<h3 class=\"wp-block-heading\"><span id=\"gong_shidokyumento\">\u516c\u5f0f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8<\/span><\/h3>\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n<p>\u3053\u3053\u307e\u3067\u8aad\u3093\u3067\u3044\u305f\u3060\u304d\u3001\u3042\u308a\u304c\u3068\u3046\u3054\u3056\u3044\u307e\u3057\u305f\uff01<\/p>\n<p>\u30e2\u30ce\u30ec\u30dd \u00d7AI \u5354\u696d\u958b\u767a\u74b0\u5883\u3092\u69cb\u7bc9\u3059\u308b\u3053\u3068\u3067\u3001\u958b\u767a\u4f53\u9a13\u304c\u5287\u7684\u306b\u5411\u4e0a\u3057\u307e\u3059\u3002\u305c\u3072\u3001\u3053\u306e\u8a18\u4e8b\u3092\u53c2\u8003\u306b\u3001\u3042\u306a\u305f\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3067\u3082\u5b9f\u8df5\u3057\u3066\u307f\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<p>\u8cea\u554f\u3084\u611f\u60f3\u306f\u3001\u30b3\u30e1\u30f3\u30c8\u6b04\u3067\u304a\u5f85\u3061\u3057\u3066\u304a\u308a\u307e\u3059\u3002\u307e\u305f\u3001Twitter \u306e\u307b\u3046\u3082\u3088\u308d\u3057\u304f\u304a\u9858\u3044\u3057\u307e\u3059\uff01<\/p>\n<p><!-- Anyway Feedback Container \/\/--><\/p>\n<p><!-- \/\/Anyway Feedback Container --><\/div>\n\n<br \/><a href=\"https:\/\/tech-lab.sios.jp\/archives\/50109\">\u5143\u306e\u8a18\u4e8b\u3092\u78ba\u8a8d\u3059\u308b <\/a><\/p>\n","protected":false},"excerpt":{"rendered":"\u306f\u3058\u3081\u306b \u3069\u3082\uff01\u6700\u8fd1\u306f Claude Code \u3068\u3082\u306b\u958b\u767a\u3092\u9032\u3081\u3066\u3001with AI \u3067\u306e\u751f\u6d3b\u306b\u3069\u3063\u3077\u308a\u3060\u3063\u305f\u306e\u3067\u3059\u304c 2025 \u5e74\u3082\u7de0\u3081\u3068\u3044\u3046\u3053\u3068\u3067\u8caf\u307e\u3063\u305f\u691c\u8a3c\u3092\u4e00\u6c17\u306b\u8a18\u4e8b\u5316\u3057\u3066\u3044\u308b\u9f8d\u3061\u3083\u3093\u3067\u3059\u3002\u691c\u8a3c\u304c\u305f\u307e\u3063\u3066\u3044\u305f\u306e\u3067\u3001 [&hellip;]","protected":false},"author":1,"featured_media":21977,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[4],"tags":[],"class_list":["post-21976","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-company-tec"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.6 - 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