{"id":6228,"date":"2025-09-20T06:57:11","date_gmt":"2025-09-20T06:57:11","guid":{"rendered":"https:\/\/pokecon.jp\/job\/?p=6228"},"modified":"2025-09-20T06:57:11","modified_gmt":"2025-09-20T06:57:11","slug":"%e6%9c%80%e8%bf%91%e3%81%ae%e4%ba%ba%e9%a1%9e%e3%81%ae%e3%83%ac%e3%83%93%e3%83%a5%e3%83%bc%e7%96%b2%e3%82%8c-democratizing-data","status":"publish","type":"post","link":"https:\/\/pokecon.jp\/job\/6228\/","title":{"rendered":"\u6700\u8fd1\u306e\u4eba\u985e\u306e\u30ec\u30d3\u30e5\u30fc\u75b2\u308c | Democratizing Data"},"content":{"rendered":"\n<\/p>\n<div>\n<p>\u4eca\u5e74\u306b\u5165\u3063\u3066\u3084\u305f\u3089\u30ec\u30d3\u30e5\u30fc\u306e\u6642\u9593\u304c\u5897\u3048\u305f\u3002\u3053\u308c\u306f\u30b3\u30fc\u30c9\u3082\u305d\u3046\u3060\u3057\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3082\u305d\u3046\u3060\u3002 \u305d\u3057\u3066\u3001\u3053\u308c\u306b\u3088\u308b\u75b2\u308c\u3082\u6025\u6fc0\u306b\u5897\u52a0\u3057\u3066\u3044\u308b\u3002<\/p>\n<p>\u3082\u3061\u308d\u3093\u3053\u308c\u306f\u3001LLM\u306b\u3088\u308b\u652f\u63f4\u306b\u3088\u3063\u3066\u30a2\u30a6\u30c8\u30d7\u30c3\u30c8\u306e\u901f\u5ea6\u3068\u91cf\u304c\u5897\u52a0\u3057\u305f\u304b\u3089\u3060\u3002 \u305d\u3057\u3066\u3001\u5fc5\u305a\u3057\u3082\u8cea\u304c\u5411\u4e0a\u3057\u3066\u3044\u308b\u308f\u3051\u3067\u306f\u306a\u304f\u3001\u3080\u3057\u308d\u4e0b\u304c\u3063\u3066\u3044\u308b\u3088\u3046\u306b\u611f\u3058\u308b\u3002 \u5f53\u7136\u3001\u81ea\u5206\u306e\u751f\u7523\u6027\u3082\u4e0b\u304c\u3063\u3066\u3044\u308b\u3002<\/p>\n<p>\u81ea\u5206\u306e\u982d\u3092\u30c0\u30f3\u30d7\u3057\u3001\u3069\u3046\u3044\u3046\u8ab2\u984c\u304c\u3042\u308b\u304b\u3001\u305d\u3057\u3066\u3001\u3069\u3046\u5411\u304d\u5408\u3063\u3066\u3044\u308b\u304b\u3092\u66f8\u3044\u3066\u3044\u3053\u3046\u3068\u601d\u3046\u3002<\/p>\n<h2 id=\"\u4ed6\u4eba\u3092\u7d4c\u7531\u3057\u305f\u30d7\u30ed\u30f3\u30d7\u30c6\u30a3\u30f3\u30b0\">\u4ed6\u4eba\u3092\u7d4c\u7531\u3057\u305f\u30d7\u30ed\u30f3\u30d7\u30c6\u30a3\u30f3\u30b0<\/h2>\n<p>\u79c1\u306f\u3001\u6a5f\u68b0\u5b66\u7fd2\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u30c6\u30c3\u30af\u30ea\u30fc\u30c9\u3068\u3057\u3066\u3057\u3070\u3089\u304f\u50cd\u3044\u3066\u3044\u308b\u3002 \u305d\u306e\u4ed5\u4e8b\u3068\u3057\u3066\u3001<a target=\"_blank\" href=\"https:\/\/sybridge.com\/how-to-write-an-engineering-requirements-document\/\" target=\"_blank\" rel=\"noopener\">Engineering Requirement Documents<\/a>\u306a\u3069\u306e\u6280\u8853\u6587\u7ae0\u3092\u66f8\u304f\u3053\u3068\u3082\u591a\u3044\u304c\u3001\u30ec\u30d3\u30e5\u30fc\u3059\u308b\u6a5f\u4f1a\u3082\u591a\u3044\u3002<\/p>\n<p>\u6a5f\u68b0\u5b66\u7fd2\u3067\u96e3\u3057\u3044\u306e\u304c\u3001\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u304c\u5909\u308f\u308a\u89e3\u304f\u8ab2\u984c\u304c\u3061\u3087\u3063\u3068\u5909\u308f\u308b\u3068\u3001\u304c\u3089\u308a\u3068\u5168\u7136\u9055\u3046\u77e5\u8b58\u304c\u5fc5\u8981\u306b\u306a\u308a\u3001\u65b0\u898f\u306b\u8ad6\u6587\u3092\u8aad\u3080\u5fc5\u8981\u304c\u51fa\u3066\u304f\u308b\u3002<\/p>\n<p>\u4eca\u307e\u3067\u305a\u3063\u3068Rails\u3067web\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u4f5c\u3063\u3066\u3044\u305f\u4eba\u304c\u3001\u3042\u308b\u65e5\u7a81\u7136\u300cRuby\u3060\u304b\u3089\u540c\u3058\u3067\u3057\u3087\u300d\u3068Ruby\u306e\u30d1\u30fc\u30b5\u30fc\u30b8\u30a7\u30cd\u30ec\u30fc\u30bf\u30fc\u306e\u4ed5\u69d8\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3092\u3059\u3063\u3068\u6e21\u3055\u308c\u3001\u3059\u3079\u3066\u751f\u6210AI\u3067\u751f\u6210\u3055\u308c\u3066\u3044\u308b\u306e\u306f\u306a\u3093\u304b\u898b\u3066\u308f\u304b\u308b\u304c\u3069\u3046\u305d\u308c\u3092\u30ec\u30d3\u30e5\u30fc\u3059\u308b\u304b\u3001\u771f\u3063\u5f53\u306a\u4ed5\u69d8\u306b\u306a\u308b\u3088\u3046\u610f\u898b\u3059\u308b\u304b\u3068\u3044\u3046\u554f\u984c\u3092\u60f3\u50cf\u3057\u3066\u307f\u3066\u307b\u3057\u3044\u3002 \u304d\u3063\u3068\u3001\u304a\u3082\u3080\u308d\u306b\u4ed6\u8a00\u8a9e\u306e\u5b9f\u88c5\u3092\u8aad\u3080\u306a\u308a\u8ad6\u6587\u3092\u8aad\u3080\u306a\u308a\u3057\u3066\u8133\u5185\u306b\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3092\u4f5c\u3063\u305f\u3046\u3048\u3067\u3001\u30ec\u30d3\u30e5\u30fc\u3092\u3059\u308b\u3053\u3068\u306b\u306a\u308b\u3060\u308d\u3046\u3002<\/p>\n<p>\u305d\u3046\u3044\u3046\u4e16\u754c\u89b3\u3067\u30ec\u30d3\u30e5\u30fc\u3092\u3059\u308b\u4ed5\u69d8\u3068\u3044\u3046\u306e\u306f\u3001\u672c\u5f53\u306b\u3057\u3093\u3069\u304f\u3001\u3053\u3061\u3089\u304c\u751f\u6210\u5074\u3088\u308a\u77e5\u8b58\u304c\u3042\u308b\u72b6\u6cc1\u306b\u6301\u3063\u3066\u884c\u304f\u307e\u3067\u4e00\u82e6\u52b4\u3001\u305d\u3057\u3066\u9069\u5207\u306a\u30b3\u30e1\u30f3\u30c8\u3092\u7e70\u308a\u5e83\u3052\u308b\u3068\u5f85\u3063\u3066\u3044\u308b\u306e\u304c\u3001\u3059\u3079\u3066\u751f\u6210AI\u3067\u4f5c\u3089\u308c\u305f\u30b3\u30e1\u30f3\u30c8\u3067\u53cd\u8ad6\u3055\u308c\u3001\u307e\u305f\u4fee\u6b63\u3082\u30c9\u30e9\u30b9\u30c6\u30a3\u30c3\u30af\u306b\u4eca\u307e\u3067\u306e\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u7121\u8996\u3067\u5927\u898f\u6a21\u306b\u4e0a\u66f8\u304d\u3055\u308c\u308b\u306e\u3067\u3042\u308b\u3002<\/p>\n<p>\u3053\u3046\u3057\u305f\u72b6\u6cc1\u3092\u3001\u79c1\u306f\u300c\u4ed6\u4eba\u3092\u7d4c\u7531\u3057\u305f\u30d7\u30ed\u30f3\u30d7\u30c6\u30a3\u30f3\u30b0\u300d\u3068\u8868\u73fe\u3057\u3066\u3044\u308b\u306e\u3060\u304c\u3001\u306f\u3063\u304d\u308a\u8a00\u3063\u3066\u81ea\u5206\u304c\u8ad6\u6587\u8aad\u307f\u306a\u304c\u3089LLM\u3068\u8b70\u8ad6\u3057\u305f\u307b\u3046\u304c\u624b\u3063\u53d6\u308a\u65e9\u3044\u3053\u3068\u304c\u307b\u3068\u3093\u3069\u3067\u3042\u308b\u3002<\/p>\n<p>\u300cLLM\u304c\u751f\u6210\u3057\u305f\u6587\u7ae0\u306f\u3001LLM\u306b\u30ec\u30d3\u30e5\u30fc\u3055\u305b\u308c\u3070\u3044\u3044\u3058\u3083\u306a\u3044\u300d\u3068\u601d\u3046\u8aad\u8005\u3082\u3044\u308b\u304b\u3082\u77e5\u308c\u306a\u3044\u304c\u3001\u3053\u308c\u306f\u96e3\u3057\u3044\u554f\u984c\u3092\u306f\u3089\u3093\u3067\u3044\u308b\u3002\u3058\u3083\u3042\u3001\u305d\u306eLLM\u306b\u3088\u308b\u30ec\u30d3\u30e5\u30fc\u306e\u6b63\u3057\u3055\u3092\u8ab0\u304c\u62c5\u4fdd\u3059\u308b\u306e\u304b\uff1f\u3068\u3044\u3046\u554f\u984c\u3067\u3042\u308b\u3002 \u81ea\u5206\u3067LLM\u3068\u5bfe\u8a71\u3092\u3057\u3066\u3082\u5e38\u3005\u611f\u3058\u308b\u306e\u304c\u3001\u300c<a target=\"_blank\" href=\"https:\/\/tech.dentsusoken.com\/entry\/2025\/08\/27\/%E5%AE%9F%E7%94%A8%E5%93%81%E3%82%92%E4%BD%9C%E3%81%A3%E3%81%A6%E6%8E%A2%E3%82%8B%E7%94%9F%E6%88%90AI%E3%82%92%E4%BD%BF%E3%81%A3%E3%81%9F%E3%82%BD%E3%83%95%E3%83%88%E3%82%A6%E3%82%A7%E3%82%A2%E9%96%8B#%E3%83%AA%E3%83%95%E3%82%A1%E3%82%AF%E3%82%BF%E3%83%AA%E3%83%B3%E3%82%B0%E5%9C%B0%E7%8D%84%E3%81%A8%E3%83%97%E3%83%AD%E3%82%BB%E3%82%B9%E6%95%B4%E5%82%99%E3%81%AE%E4%BA%8C%E9%80%B1%E7%9B%AE%E4%B8%89%E9%80%B1%E7%9B%AE\" target=\"_blank\" rel=\"noopener\">LLM\u306f\u30b3\u30f3\u30d7\u30ac\u30c1\u30e3<\/a>\u300d\u3067\u3042\u308b\u3068\u3044\u3046\u3053\u3068\u3067\u3042\u308b\u3002\u51fa\u3066\u304f\u308b\u51fa\u529b\u306f\u4e00\u8cab\u6027\u304c\u306a\u304f\u3001\u540c\u3058\u8cea\u554f\u30923\u56de\u7e70\u308a\u8fd4\u3059\u30683\u56de\u9055\u3046\u3053\u3068\u3092\u7d50\u69cb\u8a00\u3063\u3066\u304f\u308b\u3002\u3069\u3046\u3059\u308b\u304b\u3068\u3044\u3046\u3068\u3001\u305d\u306e\u508d\u3089\u3067\u8ad6\u6587\u3084\u65e2\u5b58\u5b9f\u88c5\u3001\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3092\u8abf\u3079\u3066\u3001\u3069\u308c\u304c\u5c24\u3082\u3089\u3057\u3044\u304b\u3092\u81ea\u5206\u3067\u9078\u3076\u5fc5\u8981\u304c\u3042\u308b\u3002<\/p>\n<p>\u4eca\u306eLLM\u30fb\u751f\u6210AI\u306f\u4eba\u9593\u306e\u80fd\u529b\u306e\u9650\u754c\u304c\u3059\u3079\u3066\u3092\u898f\u5b9a\u3059\u308b\u3068\u4fe1\u3058\u3066\u3044\u308b\u306e\u3060\u304c\u3001proxy\u305f\u308b\u9593\u306b\u5165\u3063\u305f\u4eba\u306fproxy\u3092\u8cab\u304f\u9650\u308a\u306f\u5fc5\u8981\u304c\u306a\u304f\u306a\u308b\u306e\u3067\u3001\u9069\u5207\u306b\u30de\u30cd\u30fc\u30b8\u30e3\u30fc\u306b\u30a8\u30b9\u30ab\u30ec\u30fc\u30b7\u30e7\u30f3\u3092\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u3002<\/p>\n<p>\u306a\u304a\u4f59\u8ac7\u3060\u304c\u3001LLM\u3067\u751f\u6210\u3057\u305f\u6587\u7ae0\u306f\u3001\u7279\u5b9a\u306e\u5358\u8a9e\u304c\u9ad8\u983b\u5ea6\u3067\u51fa\u3066\u304f\u308b\u3001<a target=\"_blank\" href=\"https:\/\/www.reddit.com\/r\/ChatGPT\/comments\/1fx12q1\/is_an_em_dash_proof_of_ai_manipulation\/\" target=\"_blank\" rel=\"noopener\">em dash\u304c\u7a81\u5982\u51fa\u3066\u304f\u308b<\/a>\u306a\u3069\u3067\u691c\u51fa\u3055\u308c\u308b\u3053\u3068\u3082\u591a\u3044\u304c\u3001\u82f1\u8a9e\u304c\u7b2c\u4e00\u8a00\u8a9e\u3067\u306f\u306a\u3044\u6c11\u306b\u3068\u3063\u3066\u306f\u7b2c\u4e00\u8a00\u8a9e\u7279\u6709\u306e\u30af\u30bb\u306e\u6709\u7121\u3067\u898b\u629c\u304b\u308c\u308b\u3001\u3068\u3044\u3046\u3053\u3068\u3082\u307e\u307e\u3042\u308b\u306e\u3067\u3001\u304d\u3061\u3093\u3068\u751f\u6210\u3055\u308c\u305f\u7d50\u679c\u306b\u306f\u81ea\u8eab\u3092\u6301\u3063\u3066\u81ea\u5206\u306e\u610f\u898b\u3068\u3057\u3066\u4ed6\u4eba\u306b\u6e21\u3059\u3088\u3046\u306b\u3057\u3088\u3046\u3002<\/p>\n<h2 id=\"\u81ea\u5df1\u30ec\u30d3\u30e5\u30fc\u306e\u6b20\u5982\u3042\u308b\u3044\u306f\u76ee\u304c\u6ed1\u308b\u554f\u984c\">\u81ea\u5df1\u30ec\u30d3\u30e5\u30fc\u306e\u6b20\u5982\u3001\u3042\u308b\u3044\u306f\u76ee\u304c\u6ed1\u308b\u554f\u984c<\/h2>\n<p>\u524d\u7bc0\u3067\u3082\u66f8\u3044\u305f\u304c\u3001\u751f\u6210\u3057\u305f\u3082\u306e\u3092\u81ea\u5df1\u30ec\u30d3\u30e5\u30fc\u3092\u3057\u306a\u3044\u3068\u3044\u3046\u30b1\u30fc\u30b9\u306f\u5f80\u3005\u306b\u3057\u3066\u3042\u308b\u3002\u3053\u308c\u306f\u305f\u3060\u305f\u3060\u4e0d\u4fe1\u611f\u3092\u5897\u3084\u3059\u306e\u3067\u4eca\u3059\u3050\u3084\u3081\u305f\u307b\u3046\u304c\u3044\u3044\u3002 \u3057\u304b\u3057\u3001\u81ea\u5df1\u30ec\u30d3\u30e5\u30fc\u3092\u3057\u3066\u3082\u76ee\u304c\u6ed1\u3063\u3066\u3057\u307e\u3046\u3068\u3044\u3046\u30b1\u30fc\u30b9\u3082\u591a\u3044\u306e\u304c\u5b9f\u60c5\u3067\u3042\u308b\u3002<\/p>\n<p>\u30de\u30cd\u30fc\u30b8\u30e3\u30fc\u3068\u306e1:1\u3067\u6559\u3048\u3066\u3082\u3089\u3063\u305f\u304c\u3001\u540c\u4e00\u4eba\u7269\u3067\u3042\u3063\u3066\u3082\u81ea\u5206\u304c\u751f\u6210\u3055\u305b\u305f\u30b3\u30fc\u30c9\u306e\u30ec\u30d3\u30e5\u30fc\u306f\u7518\u304f\u306a\u308a\u3001\u4ed6\u4eba\u306e\u751f\u6210\u3057\u305f\u30b3\u30fc\u30c9\u306e\u30ec\u30d3\u30e5\u30fc\u306f\u53b3\u3057\u304f\u306a\u308b\u50be\u5411\u304c\u3042\u308b\u3089\u3057\u3044\u3002\u308f\u304b\u308b\u3002<\/p>\n<p>\u306a\u305c\u3053\u308c\u304c\u8d77\u3053\u308b\u304b\u3068\u8003\u3048\u305f\u3068\u304d\u306b\u3001\u81ea\u5206\u306e\u624b\u3067\u66f8\u304b\u306a\u3044\u30b3\u30fc\u30c9\u306f\u5f80\u3005\u306b\u3057\u3066\u81ea\u5206\u306e\u8133\u5185\u30ad\u30e3\u30c3\u30b7\u30e5\u306b\u4e57\u3089\u306a\u3044\u306e\u3067\u3042\u308b\u3002\u305d\u308c\u306b\u3001Claude Code\u3067\u30b3\u30fc\u30c9\u3092\u751f\u6210\u3055\u305b\u3066\u3044\u308b\u3068\u3001diff\u3092\u3044\u3061\u3044\u3061\u898b\u308b\u306e\u306f\u304b\u3063\u305f\u308b\u304f\u306a\u308b\u3088\u3046\u306aUX\u306b\u306a\u3063\u3066\u3044\u308b\u3002\u306a\u306e\u3067\u3001auto approval\u30e2\u30fc\u30c9\u3067\u4e00\u901a\u308a\u52d5\u304f\u3082\u306e\u3092\u751f\u6210\u3055\u305b\u3066\u3001\u305d\u308c\u3092\u30ec\u30d3\u30e5\u30fc\u3059\u308b\u3053\u3068\u306b\u306a\u308b\u3002\u304c\u3001\u307e\u3042\u3001\u5927\u91cf\u306b\u5909\u66f4\u3055\u308c\u305f\u3068\u304d\u306b\u306f\u7d30\u304b\u3044\u3068\u3053\u308d\u306e\u7406\u89e3\u306f\u8ffd\u3044\u3064\u304b\u306a\u3044\u3002\u305d\u3057\u3066\u3001\u306a\u3093\u304bunit test\u901a\u3063\u3066\u308b\u304b\u3089OK\u3001\u3068\u306a\u308a\u304c\u3061\u306a\u306e\u3067\u3042\u308b\u3002<\/p>\n<h2 id=\"\u30af\u30bd\u30c7\u30ab\u30b3\u30df\u30c3\u30c8\">\u30af\u30bd\u30c7\u30ab\u30b3\u30df\u30c3\u30c8<\/h2>\n<p>\u6700\u8fd1\u3001\u307b\u3068\u3093\u30691\u30b3\u30df\u30c3\u30c8\u3067 +10,000 -7,000 \u307f\u305f\u3044\u306aPR\u3092\u53d7\u3051\u53d6\u3063\u305f\u3002\u30d3\u30c3\u30b0\u30d0\u30f3\u30b3\u30df\u30c3\u30c8PR\u3067\u3042\u308b\u3002<\/p>\n<p>LLM\u3001\u7279\u306bAuto approval\u30e2\u30fc\u30c9\u3067\u30b3\u30fc\u30c9\u3092\u751f\u6210\u3059\u308b\u3068\u3001agent\u304c\u8a66\u884c\u932f\u8aa4\u3092\u5927\u91cf\u306b\u3059\u308b\u3002\u305d\u3057\u3066\u3001agentic coding\u306e\u7279\u5fb4\u3068\u3057\u3066\u3001\u5927\u304d\u306a\u584a\u3092\u30ac\u30f3\u30ac\u30f3\u4e0a\u66f8\u304d\u3059\u308b\u3002\u540c\u4e00\u4eba\u7269\u304c\u624b\u3067\u66f8\u3044\u3066\u3044\u305f\u3068\u304d\u306b\u306f\u30ea\u30b9\u30da\u30af\u30c8\u3057\u3066\u3044\u305f\u65e2\u5b58\u306e\u8a2d\u8a08\u306f\u3001LLM\u304c\u751f\u6210\u3057\u305fPR\u3067\u306f\u304b\u306a\u308a\u7121\u8996\u3055\u308c\u3066\u3044\u305f\u3002<\/p>\n<p><a target=\"_blank\" href=\"https:\/\/arxiv.org\/html\/2501.16857v1#S4.F4\" target=\"_blank\" rel=\"noopener\">\u8907\u96d1\u306a\u30b3\u30fc\u30c9\u3092LLM\u306f\u751f\u6210\u3057\u304c\u3061<\/a>\u3001\u3068\u3044\u3046\u7814\u7a76\u304c\u3042\u308b\u3002\u5927\u304d\u3044\u8907\u96d1\u306a\u5909\u66f4\u3092\u3059\u308b\u306e\u306f\u3001<a target=\"_blank\" href=\"https:\/\/arxiv.org\/html\/2409.12822v3\" target=\"_blank\" rel=\"noopener\">LLM\u5074\u306b\u306f\u4eba\u9593\u306b\u308f\u304b\u308a\u306b\u304f\u3044\u30b3\u30fc\u30c9\u3092\u751f\u6210\u3057\u3066negative feedback\u3092\u56de\u907f\u3059\u308b\u30a4\u30f3\u30bb\u30f3\u30c6\u30a3\u30d6\u304c\u50cd\u3044\u3066\u3044\u308b\u3068\u3044\u3046\u8ad6\u6587\u306e\u8a71<\/a>\u3092\u8aad\u3093\u3060\u304c\u3001\u307e\u3042\u305d\u3046\u3060\u3088\u306d\u3068\u3044\u3046\u6c17\u6301\u3061\u306b\u306a\u3063\u305f\u3002<\/p>\n<p>\u3042\u3068\u306f\u3001\u30bf\u30b9\u30af\u3092\u9069\u5207\u306a\u5358\u4f4d\u306b\u5207\u308a\u51fa\u3059\u306e\u306fLLM\u306f\u52dd\u624b\u306b\u306f\u3084\u3063\u3066\u304f\u308c\u306a\u3044\u3002\u3053\u3061\u3089\u3067\u4e01\u5be7\u306b\u6307\u793a\u3057\u306a\u3044\u3068\u306a\u304b\u306a\u304b\u96e3\u3057\u3044\u3068\u611f\u3058\u3066\u3044\u308b\u3002<\/p>\n<p>\u306a\u304a\u3001\u6a5f\u68b0\u5b66\u7fd2\u306e\u3088\u3046\u306a\u63a2\u7d22\u7684\u306a\u5b9f\u88c5\u306e\u3068\u304d\u306b\u3001\u9069\u5207\u306a\u7c92\u5ea6\u306e\u30b3\u30df\u30c3\u30c8\u3092\u3059\u308b\u306e\u306f\u3059\u3054\u3044\u96e3\u3057\u3044\u3068\u3044\u3046\u306e\u306f\u666e\u904d\u7684\u306a\u554f\u984c\u3067\u3042\u308b\u306e\u306f\u3001\u30aa\u30fc\u30d7\u30f3\u30af\u30a8\u30b9\u30c1\u30e7\u30f3\u306e\u307e\u307e\u3060\u3002<\/p>\n<h2 id=\"\u751f\u6210\u5074\u3068\u30ec\u30d3\u30e5\u30fc\u5074\u306e\u30a4\u30f3\u30bb\u30f3\u30c6\u30a3\u30d6\u69cb\u9020\u306e\u9055\u3044\">\u751f\u6210\u5074\u3068\u30ec\u30d3\u30e5\u30fc\u5074\u306e\u30a4\u30f3\u30bb\u30f3\u30c6\u30a3\u30d6\u69cb\u9020\u306e\u9055\u3044<\/h2>\n<p>\u300cLLM\u3092\u4f7f\u3046\u3068\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u306e\u751f\u7523\u6027\u304c\u3042\u304c\u3063\u305f\uff01\u300d\u3068\u3044\u3046\u3053\u3068\u3092\u4e3b\u5f35\u3057\u305f\u3044\u4eba\u306f\u591a\u304f\u3001\u591a\u304f\u306e\u4eba\u3005\u304cAI\u306b\u3088\u308b\u751f\u7523\u6027\u6539\u5584\u3092\u5f37\u304f\u4fe1\u3058\u3066\u304a\u308a\u3001\u305d\u308c\u304c\u3067\u304d\u306a\u3044\u3068\u3044\u3051\u306a\u3044\u3068\u3044\u3046\u30cf\u30a4\u30d7\u304c\u6765\u3066\u3044\u308b\u304b\u3089\u3060\u3068\u7406\u89e3\u3057\u3066\u3044\u308b\u3002<\/p>\n<p>\u3067\u3001\u30b3\u30fc\u30c9\u3092\u751f\u6210\u3059\u308b\u30b9\u30eb\u30fc\u30d7\u30c3\u30c8\u306b\u3064\u3044\u3066\u306f\u3001\u69d8\u3005\u306a\u8b70\u8ad6\u304c\u3042\u308b\u306e\u306f\u8a8d\u8b58\u3057\u3066\u3044\u308b\u304c\u3001\u4e0a\u308b\u53ef\u80fd\u6027\u306f\u3042\u308b\u3068\u601d\u3046\u3002\u306a\u3093\u3060\u3051\u3069\u3001\u30ec\u30d3\u30e5\u30fc\u3059\u308b\u5074\u306f\u7279\u306b\u901f\u304f\u306a\u308b\u3053\u3068\u306f\u307e\u3060\u306a\u3044\u3002\u5168\u90e8LLM\u306b\u30ec\u30d3\u30e5\u30fc\u3092\u4efb\u305b\u308b\u306b\u306f\u3082\u3046\u3061\u3087\u3063\u3068\uff08\u6700\u4f4e\u4e00\u5e74\u304f\u3089\u3044\uff1f\uff09\u304b\u304b\u308b\u3060\u308d\u3046\u3002\u305d\u308c\u306b\u3001\u751f\u6210\u3059\u308b\u4eba\u304cLLM\uff08\u4ed6\u4eba\uff09\u304c\u751f\u6210\u3057\u305f\u30b3\u30fc\u30c9\u3092\u30ec\u30d3\u30e5\u30fc\u3059\u308b\u306e\u306f\u4eca\u307e\u3067\u306b\u306f\u306a\u304b\u3063\u305f\u30d5\u30a7\u30fc\u30ba\u3067\u3042\u308b\u3002\u4e00\u624b\u591a\u304f\u306a\u308b\u306e\u306f\u30b3\u30b9\u30c8\u3067\u3042\u308b\u3002<\/p>\n<p>\u305d\u3046\u3059\u308b\u3068\u3001\u76ee\u304c\u6ed1\u3063\u3066\u81ea\u5df1\u30ec\u30d3\u30e5\u30fc\u304c\u7518\u304f\u306a\u3063\u305f\u3051\u3069\u5927\u91cf\u306b\u751f\u6210\u3055\u308c\u305f\u30b3\u30fc\u30c9\u304c\u5897\u3048\u3066\u304f\u308b\u3002 \u3064\u307e\u308a\u3001\u751f\u6210\u5074\u306f\u751f\u6210\u30b9\u30eb\u30fc\u30d7\u30c3\u30c8\u3092\u4e0a\u3052\u308b\u3053\u3068\u3092\u6700\u5927\u5316\u3057\u3001\u30ec\u30d3\u30e5\u30fc\u5074\u306f\u305d\u3093\u306a\u3053\u3068\u306f\u304a\u69cb\u3044\u306a\u3057\u306b\u8cea\u3092\u62c5\u4fdd\u3057\u306a\u3051\u308c\u3070\u306a\u3089\u306a\u3044\u3002 \u3053\u306e\u30a4\u30f3\u30bb\u30f3\u30c6\u30a3\u30d6\u69cb\u9020\u306e\u9055\u3044\u304c\u3001\u30ec\u30d3\u30e5\u30fc\u75b2\u308c\u306e\u4e3b\u539f\u56e0\u3060\u308d\u3046\u3002<\/p>\n<h2 id=\"\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u30ec\u30d3\u30e5\u30fc\u3067\u306e\u5411\u304d\u5408\u3044\u65b9\">\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u30ec\u30d3\u30e5\u30fc\u3067\u306e\u5411\u304d\u5408\u3044\u65b9<\/h2>\n<p>\u3058\u3083\u3042\u3001\u3069\u3046\u3057\u3066\u3044\u308b\u304b\u3002\u6b63\u76f4\u9280\u306e\u5f3e\u4e38\u306f\u307e\u3060\u898b\u3064\u304b\u3063\u3066\u3044\u306a\u3044\u304c\u3001\u8272\u3005\u3068\u8a66\u884c\u932f\u8aa4\u3092\u3057\u305f\u7d50\u679c\u3092\u5171\u6709\u3057\u305f\u3044\u3002<\/p>\n<h3 id=\"1-\u751f\u6210\u5074\u304cgithub\u3067\u4ed6\u4eba\u306e\u30b3\u30fc\u30c9\u3068\u3057\u3066\u30ec\u30d3\u30e5\u30fc\u3092\u3059\u308b\">1. \u751f\u6210\u5074\u304cGitHub\u3067\u4ed6\u4eba\u306e\u30b3\u30fc\u30c9\u3068\u3057\u3066\u30ec\u30d3\u30e5\u30fc\u3092\u3059\u308b<\/h3>\n<p>\u3053\u308c\u306f\u81ea\u5206\u3082\u904e\u53bb\u306b\u5927\u304d\u3081\u30b3\u30df\u30c3\u30c8(+700\u3068\u304b)\u306ePR\u3092\u3084\u3089\u304b\u3057\u305f\u53cd\u7701\u304b\u3089\u3001\u6700\u8fd1\u306f\u5b9f\u88c5\u6642\u306b\u30ed\u30fc\u30ab\u30eb\u306eVSCode\u3067\u6bce\u56deLLM\u304c\u751f\u6210\u3057\u305f\u30b3\u30fc\u30c9\u3092\u30ec\u30d3\u30e5\u30fc\u3057\u3066approve\u3059\u308b\u306e\u306b\u52a0\u3048\u3066\u3001GitHub\u4e0a\u3067PR\u3092draft\u72b6\u614b\u3067\u30ec\u30d3\u30e5\u30fc\u3059\u308b\u3088\u3046\u306b\u3057\u3066\u3044\u308b\u3002<\/p>\n<p>\u3053\u3046\u3059\u308b\u3053\u3068\u3067\u3001\u81ea\u5206\u306e\u4e2d\u3067\u306e\u30de\u30a4\u30f3\u30c9\u30bb\u30c3\u30c8\u304c\u30ec\u30d3\u30e5\u30ef\u30fc\u30e2\u30fc\u30c9\u306b\u5207\u308a\u66ff\u308f\u308a\u3001\u8272\u3005\u3068\u3060\u3081\u306a\u70b9\u3092\u898b\u3064\u3051\u308b\u3053\u3068\u304c\u3067\u304d\u305f\u3002<\/p>\n<p>\u5f53\u305f\u308a\u524d\u306b\u898b\u3048\u308b\u304c\u3001\u30ec\u30d3\u30e5\u30fc\u5c02\u7528\u306eview\u3092\u4f7f\u3046\u3068\u3044\u3046\u306e\u306f\u3001\u4ed6\u4eba\u306e\u30b3\u30fc\u30c9\u30ec\u30d3\u30e5\u30fc\u3068\u540c\u3058\u30e1\u30f3\u30bf\u30eb\u30e2\u30c7\u30eb\u306b\u306a\u308b\u306e\u304c\u826f\u3044\u306e\u3060\u308d\u3046\u3068\u601d\u3046\u3002<\/p>\n<h3 id=\"2-\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u30c9\u30ea\u30d6\u30f3\u3067\u958b\u767a\u3092\u3059\u308b\">2. \u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u30c9\u30ea\u30d6\u30f3\u3067\u958b\u767a\u3092\u3059\u308b<\/h3>\n<p><a target=\"_blank\" href=\"https:\/\/tech.dentsusoken.com\/entry\/2025\/08\/27\/%E5%AE%9F%E7%94%A8%E5%93%81%E3%82%92%E4%BD%9C%E3%81%A3%E3%81%A6%E6%8E%A2%E3%82%8B%E7%94%9F%E6%88%90AI%E3%82%92%E4%BD%BF%E3%81%A3%E3%81%9F%E3%82%BD%E3%83%95%E3%83%88%E3%82%A6%E3%82%A7%E3%82%A2%E9%96%8B\" target=\"_blank\" rel=\"noopener\">Kopi\u3068\u3044\u3046Java\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u30de\u30cd\u30fc\u30b8\u30e3\u30fc\u3092\u958b\u767a\u3057\u305f\u8a71<\/a>\u3067\u3001\u3044\u304f\u3064\u304b\u53c2\u8003\u306b\u306a\u308b\u53d6\u308a\u7d44\u307f\u304c\u306a\u3055\u308c\u3066\u3044\u305f\u306e\u3067\u3001\u305d\u308c\u3092\u81ea\u5206\u3082\u8a66\u3057\u3066\u307f\u305f\u3002<\/p>\n<p>\u79c1\u304c\u3053\u306e\u8a18\u4e8b\u3068\u5b9f\u969b\u306e\u30b3\u30df\u30c3\u30c8\u304b\u3089\u5b66\u3093\u3060\u91cd\u8981\u306a\u30dd\u30a4\u30f3\u30c8\u306f\u3001\u4ee5\u4e0b\u306e3\u70b9\u3067\u3042\u308b\u3002<\/p>\n<ul>\n<li>\n<p>\u4eba\u9593\u304c\u4f5c\u696d\u3092\u3057\u306630\u5206\u304f\u3089\u3044\u3067\u5b9f\u88c5\u3067\u304d\u308b\u30bf\u30b9\u30af\u7c92\u5ea6\u3092LLM\u306b\u5fc5\u305a\u4e0e\u3048\u308b\u3053\u3068\uff08context\u304c\u3042\u3075\u308c\u308b\u305f\u3081\uff09<\/p>\n<\/li>\n<li>\n<p>\u8981\u4ef6\u5b9a\u7fa9\u2192\u5916\u90e8\u8a2d\u8a08\u2192\u4f5c\u696d\u8a08\u753b\u306e\u6d41\u308c<\/p>\n<\/li>\n<li>\n<p>\u3055\u3089\u306b\u306f\u4e0a\u8a18\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3092\u4e00\u7dd2\u306b\u30b3\u30df\u30c3\u30c8\u3059\u308b<\/p>\n<\/li>\n<\/ul>\n<p>\u975e\u5e38\u306b\u91cd\u8981\u306a\u30dd\u30a4\u30f3\u30c8\u3068\u3057\u3066\u306f\u3001\u8981\u4ef6\u5b9a\u7fa9\u66f8\u3001\u5916\u90e8\u8a2d\u8a08\u66f8\u3001\u4f5c\u696d\u8a08\u753b\u66f8\u3001\uff08\uff0b\u53d7\u3051\u5165\u308c\u30c6\u30b9\u30c8\uff09\u3092\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3068\u3057\u3066\u5b9f\u88c5\u3068\u3068\u3082\u306b\u30b3\u30df\u30c3\u30c8\u3059\u308b\u3053\u3068\u3067\u3001\u30b3\u30df\u30c3\u30c8\u304c\u591a\u5c11\u5927\u304d\u304f\u306a\u3063\u3066\u3082\u610f\u56f3\u304c\u4eba\u9593\u306b\u7406\u89e3\u3057\u3084\u3059\u3044\u3068\u3044\u3046\u70b9\u3067\u3042\u308b\u3002 \u307e\u305f\u3001\u4f5c\u696d\u8a08\u753b\u3092\u304d\u3061\u3093\u3068\u6574\u7406\u3059\u308b\u3053\u3068\u3067\u3001\u9069\u5207\u306a\u7c92\u5ea6\u306e\u958b\u767a\u3068\u30b3\u30df\u30c3\u30c8\u3092LLM\u306e\u624b\u7db1\u3068\u3057\u3066\u7528\u610f\u3067\u304d\u308b\u306e\u3067\u3042\u308b\u3002\u3053\u308c\u304c\u306a\u3044\u306830\u5206\u7a0b\u5ea6\u306e<\/p>\n<p>\u8a66\u3057\u306b\u81ea\u5206\u3082\u793e\u5185\u30c4\u30fc\u30eb\u3068\u3057\u3066\u66f8\u3044\u3066\u3044\u305f\u30b9\u30af\u30ea\u30d7\u30c8\u3092OSS\u5316\u3059\u308b\u3053\u3068\u3067\u3001\u3053\u306e\u65b9\u5f0f\u3092\u8a66\u3057\u3066\u307f\u305f\u3002<\/p>\n<p>OSS\u5316\u3059\u308b\u3068\u304d\u306b\u793e\u5185\u5411\u3051\u306e\u30b3\u30fc\u30c9\u3092\u8abf\u6574\u3059\u308b\u305f\u3081\u306b\u3061\u3083\u3093\u3068\u3057\u305f\u30b3\u30df\u30c3\u30c8\u3092\u304a\u898b\u305b\u3059\u308b\u3053\u3068\u306f\u3067\u304d\u306a\u3044\u304c\u3001\u5927\u307e\u304b\u306b\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u6d41\u308c\u3067\u4f5c\u696d\u3092\u3057\u305f\u3002 \uff08GitHub Copilot + Sonnet 4\uff09<\/p>\n<ol>\n<li>\n<p>\u307e\u305a\u3001\u3084\u308a\u305f\u3044\u3053\u3068\u3092Agent mode\u3067Sonnet 4\u3068\u8b70\u8ad6\u3057\u3066\u3001<a target=\"_blank\" href=\"https:\/\/github.com\/chezou\/petit-cli\/blob\/1d966199195d1fb02d97445e70d3e82d532dc095\/docs\/requirements.md\" target=\"_blank\" rel=\"noopener\">docs\/requirements.md<\/a>, <a target=\"_blank\" href=\"https:\/\/github.com\/chezou\/petit-cli\/blob\/1d966199195d1fb02d97445e70d3e82d532dc095\/docs\/interface.md\" target=\"_blank\" rel=\"noopener\">docs\/interface.md<\/a>\u306b\u6574\u7406\u3092\u3059\u308b\u3002<\/p>\n<\/li>\n<li>\n<p>\u3055\u3089\u306b\u3084\u308b\u3079\u304d\u5b9f\u88c5\u306eTODO\u30ea\u30b9\u30c8\u3092Phase\u6bce\u306b\u30c1\u30a7\u30c3\u30af\u30dc\u30c3\u30af\u30b9\u3067\u30ea\u30b9\u30c8\u3092\u4f5c\u3089\u305b\u3066\u3001<a target=\"_blank\" href=\"https:\/\/github.com\/chezou\/petit-cli\/blob\/1d966199195d1fb02d97445e70d3e82d532dc095\/docs\/milestone1\/plan.md\" target=\"_blank\" rel=\"noopener\">docs\/plan.md<\/a>\u3068\u3057\u3066\u4fdd\u5b58\u3059\u308b<\/p>\n<\/li>\n<li>\n<p>\u3053\u308c\u3089\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u53ca\u3073\u958b\u767a\u306e\u304a\u4f5c\u6cd5\u3001\u30c4\u30fc\u30eb\u30bb\u30c3\u30c8\u306a\u3069\u3092 <a target=\"_blank\" href=\"https:\/\/github.com\/chezou\/petit-cli\/blob\/1d966199195d1fb02d97445e70d3e82d532dc095\/AGENTS.md\" target=\"_blank\" rel=\"noopener\">AGENTS.md<\/a> \u306b\u4f5c\u6210\u3055\u305b\u308b<\/p>\n<\/li>\n<li>\n<p>Phase\u6bce\u306b\u5b9f\u88c5\u3092\u3057\u3066\u3001\u30b3\u30df\u30c3\u30c8\u3092\u3059\u308b\u3002\u305d\u306e\u969b\u306bplan.md\u306e\u30c1\u30a7\u30c3\u30af\u3092\u3057\u3066\u30b3\u30df\u30c3\u30c8\u3092\u3057\u3066\u3044\u304f\u3002<\/p>\n<\/li>\n<li>\n<p>\u6b21\u306ePhase\u306b\u79fb\u308b\u969b\u306b\u306fagent\u306e\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u3092clear\u3057\u3066AGENTS.md\u3068plan.md\u3092\u8aad\u307e\u305b\u3066\u4f5c\u696d\u3092\u3055\u305b\u308b<\/p>\n<\/li>\n<li>\n<p>\u4e88\u5b9a\u3057\u3066\u3044\u305fPhase\u304c\u7d42\u308f\u308a\u6b21\u306e\u30de\u30a4\u30eb\u30b9\u30c8\u30fc\u30f3\u306b\u79fb\u308b\u3068\u304d\u306f\u3001 <code>docs\/milestone1<\/code> \u3068\u3044\u3046\u30d5\u30a9\u30eb\u30c0\u3092\u4f5c\u308a\u3001 <code>plan.md<\/code> \u3092\u79fb\u52d5\u3001 <code>docs\/plan.md<\/code> \u306f\u7a7a\u306e\u30d5\u30a1\u30a4\u30eb\u306b\u3057\u3066\u65b0\u898f\u30de\u30a4\u30eb\u30b9\u30c8\u30fc\u30f3\u3092\u958b\u767a\u958b\u59cb\u3059\u308b\u3002<\/p>\n<\/li>\n<\/ol>\n<figure>\n<div class=\"flex justify-center\">\n<div class=\"w-full\"><img decoding=\"async\" alt=\"Commit history\" srcset=\"https:\/\/chezo.uno\/post\/2025-09-19-review-fatigue\/featured_hu_42eb269bccd006a.webp 320w, https:\/\/chezo.uno\/post\/2025-09-19-review-fatigue\/featured_hu_6d2501a35bd11ef5.webp 480w, https:\/\/chezo.uno\/post\/2025-09-19-review-fatigue\/featured_hu_36f74eeb7e0a9be4.webp 481w\" sizes=\"auto, (max-width: 480px) 100vw, (max-width: 768px) 90vw, (max-width: 1024px) 80vw, 760px\" src=\"\/post\/2025-09-19-review-fatigue\/featured_hu_42eb269bccd006a.webp\" width=\"481\" height=\"760\" loading=\"lazy\" data-zoomable=\"\"\/><\/div>\n<\/div>\n<\/figure>\n<p>OSS\u3068\u3057\u3066\u306e\u5b9f\u969b\u306ePR\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u611f\u3058\u3067\u3042\u308b\u3002<\/p>\n<p><a target=\"_blank\" href=\"https:\/\/github.com\/chezou\/petit-cli\/pull\/1\" target=\"_blank\" rel=\"noopener\">PR\u306e\u4f8b: Milestone 2<\/a><\/p>\n<p>\u6b63\u76f4\u3001\u30b3\u30df\u30c3\u30c8\u7c92\u5ea6\u306f\u5927\u304d\u304f\u3066\u6a5f\u80fd\u304c\u3044\u304f\u3064\u304b\u307e\u3068\u307e\u3063\u3066\u30b3\u30df\u30c3\u30c8\u3055\u308c\u3066\u3044\u308b\u304c\u3001\u3084\u308d\u3046\u3068\u601d\u3048\u3070\u30c1\u30a7\u30c3\u30af\u30dc\u30c3\u30af\u30b9\u4e00\u500b\u5358\u4f4d\u3067\u306e\u30b3\u30df\u30c3\u30c8\u3082plan.md\u3092\u7ba1\u7406\u3057\u3066\u3044\u308b\u305f\u3081\u5bb9\u6613\u306b\u3067\u304d\u308b\u3002<\/p>\n<p>\u3064\u307e\u308a\u3001\u8a2d\u8a08\u30ec\u30d9\u30eb\u3067\u5927\u304d\u306a\u554f\u984c\u304c\u306a\u3044\u304b\u3092\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u7406\u89e3\u3067\u304d\u308b\u306e\u304c\u826f\u3044\u70b9\u3067\u3042\u308b\u3002\u3082\u3057\u3001\u8a2d\u8a08\u304c\u307e\u305a\u3063\u3066\u3044\u305f\u3089\u3001\u5b9f\u88c5\u3092\u8aad\u307e\u306a\u304f\u3066\u3082\u305d\u3053\u306b\u7acb\u3061\u8fd4\u3063\u3066\u8b70\u8ad6\u304c\u3067\u304d\u308b\u306e\u3067\u3001\u4e0d\u6bdb\u306a\u30ec\u30d3\u30e5\u30fc\u3082\u56de\u907f\u3057\u3084\u3059\u3044\u3068\u8003\u3048\u3066\u3044\u308b\u3002<\/p>\n<h2 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