{"id":24613,"date":"2025-11-21T14:30:42","date_gmt":"2025-11-21T14:30:42","guid":{"rendered":"https:\/\/pokecon.jp\/job\/?p=24613"},"modified":"2025-11-21T14:30:42","modified_gmt":"2025-11-21T14:30:42","slug":"coding-agent-%e3%81%af%e3%82%b3%e3%83%bc%e3%83%89%e6%a4%9c%e7%b4%a2%e3%82%92%e3%81%84%e3%81%8b%e3%81%ab%e8%a1%8c%e3%81%a3%e3%81%a6%e3%81%84%e3%82%8b%e3%81%8b","status":"publish","type":"post","link":"https:\/\/pokecon.jp\/job\/24613\/","title":{"rendered":"Coding Agent \u306f\u30b3\u30fc\u30c9\u691c\u7d22\u3092\u3044\u304b\u306b\u884c\u3063\u3066\u3044\u308b\u304b"},"content":{"rendered":"\n<\/p>\n<div>\n<p data-line=\"0\" class=\"code-line\"><img decoding=\"async\" src=\"https:\/\/storage.googleapis.com\/zenn-user-upload\/9ce6cd4bd5b9-20251121.png\" alt=\"\" class=\"md-img\" loading=\"lazy\"\/><\/p>\n<p data-line=\"2\" class=\"code-line\">LayerX AI \u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u30d6\u30ed\u30b0\u30ea\u30ec\u30fc51\u65e5\u76ee\u306e\u8a18\u4e8b\u3067\u3059\u3002\u524d\u56de\u306e\u8a18\u4e8b\u306f\u3001<a target=\"_blank\" href=\"https:\/\/x.com\/unachang113\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@unachang113<\/a>\u00a0\u306e <a target=\"_blank\" href=\"https:\/\/zenn.dev\/layerx\/articles\/745f0d6ea2f9a1\" target=\"_blank\">\u300c\u5927\u304d\u306aHTML\u3092AI\u3067\u53d6\u5f97\u3057\u305f\u304f\u306a\u3063\u305f\u3068\u304d\u306b\u8003\u3048\u305f\u3053\u3068\u300d<\/a>\u00a0\u3067\u3057\u305f\uff01<\/p>\n<p data-line=\"4\" class=\"code-line\">\u30d0\u30af\u30e9\u30af\u4e8b\u696d\u90e8 CTO \u306e <a target=\"_blank\" href=\"https:\/\/zenn.dev\/yyoshiki41\" target=\"_blank\">@yyoshiki41<\/a> \u3067\u3059\uff01<br \/>\u4eca\u56de\u3001Coding Agent \u306b\u4ee3\u8868\u3055\u308c\u308b\u3088\u3046\u306a AI \u958b\u767a\u30c4\u30fc\u30eb\u304c\u30b3\u30fc\u30c9\u691c\u7d22\u3092\u3069\u306e\u3088\u3046\u306b\u5b9f\u73fe\u3057\u3066\u3044\u308b\u304b\u306b\u3064\u3044\u3066\u307f\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n<h2 id=\"%E5%89%8D%E7%BD%AE%E3%81%8D\" data-line=\"7\" class=\"code-line\">\n \u524d\u7f6e\u304d<\/h2>\n<p data-line=\"9\" class=\"code-line\">\u6c4e\u7528\u7684\u306a\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3067\u3042\u308bChatGPT\u306e\u767b\u5834\u4ee5\u524d\u304b\u3089\u3001LLM\u3092\u5229\u7528\u3057\u305f\u30b3\u30fc\u30c9\u751f\u6210\u306e\u88fd\u54c1\u5316\u306f\u9032\u3093\u3067\u3044\u307e\u3057\u305f\u30022021\u5e74\u306b\u767a\u8868\u3055\u308c\u305fGitHub Copilot\u306f\u3001GitHub\u3068OpenAI\u306b\u3088\u308b\u5171\u540c\u958b\u767a\u3067\u3001\u642d\u8f09\u3055\u308c\u305f\u30e2\u30c7\u30eb\u306fGPT-3\u6d3e\u751f\u3067\u516c\u958b\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u3092\u542b\u3080\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u5b66\u7fd2\u3055\u308c\u3001\u3088\u308a\u81ea\u7136\u8a00\u8a9e\u304b\u3089\u306e\u30b3\u30fc\u30c9\u751f\u6210\u306b\u7279\u5316\u3057\u305fCodex\uff08\u6ce8: \u751f\u6210\u30e2\u30c7\u30eb\u306e\u540d\u79f0\u3067\u3042\u308a\u30012025\u5e74\u306b\u30ea\u30ea\u30fc\u30b9\u3055\u308c\u305f\u540c\u540d\u306eCLI\u30d9\u30fc\u30b9\u306eCoding Agent\u3068\u306f\u7570\u306a\u308a\u307e\u3059\uff09\u304c\u5229\u7528\u3055\u308c\u307e\u3057\u305f\u3002<br \/>\u591a\u304f\u306e\u30d7\u30ec\u30a4\u30e4\u30fc\u304c\u3053\u306e\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u958b\u767a\u9818\u57df \u3067\u3057\u306e\u304e\u3092\u524a\u3063\u3066\u3044\u307e\u3059\u3002\u30b3\u30fc\u30c9\u3092\u66f8\u304f\u306e\u307f\u3067\u306f\u306a\u304f\u3001\u30b3\u30fc\u30c9\u30ec\u30d3\u30e5\u30fc\u3084\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u54c1\u8cea\u4fdd\u8a3c\u306e\u305f\u3081\u306e\u30c6\u30b9\u30c8\u5b9f\u884c\u306a\u3069\u3001\u958b\u767a\u30d7\u30ed\u30bb\u30b9\u306e\u3042\u3089\u3086\u308b\u30d5\u30a7\u30fc\u30ba\u3067AI\u304c\u6d3b\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p data-line=\"12\" class=\"code-line\"><img decoding=\"async\" src=\"https:\/\/storage.googleapis.com\/zenn-user-upload\/793a0c88478c-20251121.png\" alt=\"GitHub Copilot\u767b\u5834\u4ee5\u964d\u306e\u5e74\u8868\" class=\"md-img\" loading=\"lazy\"\/><\/p>\n<p data-line=\"14\" class=\"code-line\">Coding Agent\u306f\u30bf\u30b9\u30af\u3092\u4e0e\u3048\u3089\u308c\u305f\u969b\u3001\u30b3\u30fc\u30c9\u751f\u6210\u3092\u3059\u3050\u306b\u884c\u3046\u308f\u3051\u3067\u306f\u306a\u304f\u3001\u307e\u305a\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3084\u65e2\u5b58\u306e\u30b3\u30fc\u30c9\u30d9\u30fc\u30b9\u3092\u691c\u7d22\u3057\u95a2\u9023\u3059\u308b\u30b3\u30fc\u30c9\u3092\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u3068\u3057\u3066\u5229\u7528\u3067\u304d\u308b\u3088\u3046\u306b\u6e96\u5099\u3057\u307e\u3059\u3002\u30b3\u30fc\u30c9\u691c\u7d22\u306f\u30bf\u30b9\u30af\u3092\u884c\u3046\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u7406\u89e3\u3057\u3001\u30b3\u30fc\u30c9\u3092\u751f\u6210\u3059\u308b\u524d\u306e\u5fc5\u9808\u306e\u30b9\u30c6\u30c3\u30d7\u3068\u3044\u3048\u307e\u3059\u3002<\/p>\n<h2 id=\"%E3%82%B3%E3%83%BC%E3%83%89%E6%A4%9C%E7%B4%A2%E5%9B%BA%E6%9C%89%E3%81%AE%E8%AA%B2%E9%A1%8C\" data-line=\"20\" class=\"code-line\">\n \u30b3\u30fc\u30c9\u691c\u7d22\u56fa\u6709\u306e\u8ab2\u984c<\/h2>\n<p data-line=\"22\" class=\"code-line\">\u81ea\u7136\u8a00\u8a9e\u691c\u7d22\u306f\u3053\u308c\u307e\u3067\u3082\u591a\u304f\u306e\u30b7\u30b9\u30c6\u30e0\u3067\u5b9f\u88c5\u3055\u308c\u3066\u304d\u307e\u3057\u305f\u3002\u30ad\u30fc\u30ef\u30fc\u30c9\u30de\u30c3\u30c1\u306b\u3088\u308b\u691c\u7d22\u3001\u30b9\u30c6\u30df\u30f3\u30b0\u3084\u6b63\u898f\u5316\u3092\u65bd\u3057\u30ad\u30fc\u30ef\u30fc\u30c9\u691c\u7d22\u3088\u308a\u3082\u5e83\u7bc4\u306a\u691c\u7d22\u3092\u53ef\u80fd\u306b\u3057\u305f\u5168\u6587\u691c\u7d22\u3001\u52a0\u3048\u3066LLM\u767b\u5834\u5f8c\u306f\u3001\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u691c\u7d22\u304c\u3053\u308c\u307e\u3067\u4ee5\u4e0a\u306b\u6ce8\u76ee\u3092\u96c6\u3081\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u305f\u3002<br \/>\u691c\u7d22\u5bfe\u8c61\u3068\u306a\u308b\u6587\u7ae0\u3092\u9069\u5207\u306a\u5358\u4f4d\uff08\u30c1\u30e3\u30f3\u30af\uff09\u3067\u5206\u5272\u3057\u3001\u305d\u306e\u30c1\u30e3\u30f3\u30af\u3092\u30d9\u30af\u30c8\u30eb\u5316\u3057\u3066\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u5316\u3057\u307e\u3059\u3002\u30e6\u30fc\u30b6\u30fc\u304b\u3089\u306e\u30af\u30a8\u30ea\u3082\u540c\u69d8\u306b\u30d9\u30af\u30c8\u30eb\u5316\u3057\u3001\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3068\u6bd4\u8f03\u3057\u3066\u985e\u4f3c\u5ea6\u306e\u9ad8\u3044\u30c1\u30e3\u30f3\u30af\u3092\u53d6\u5f97\u3057\u307e\u3059\u3002\u3053\u306e\u624b\u6cd5\u306f\u610f\u5473\u7684\u306a\u6587\u8108\u3092\u8003\u616e\u3055\u305b\u305f\u3044\u5834\u5408\u306b\u304a\u3044\u3066\u3001\u6709\u52b9\u306a\u624b\u6bb5\u3068\u3057\u3066\u62e1\u304c\u308a\u307e\u3057\u305f\u3002LLM\u3092\u5229\u7528\u3057\u305f\u691c\u7d22\u5fdc\u7b54\u306e\u751f\u6210\u306b\u304a\u3044\u3066\u306f\u3001\u5916\u90e8\u306e\u77e5\u8b58\u30d9\u30fc\u30b9\u304b\u3089\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u691c\u7d22\u3092\u884c\u3044\u3001\u305d\u306e\u60c5\u5831\u3092\u57fa\u306b\u5fdc\u7b54\u3092\u751f\u6210\u3059\u308bRAG\uff08Retrieval-Augmented Generation\uff09\u3082\u5e83\u304f\u6ce8\u76ee\u3092\u96c6\u3081\u307e\u3057\u305f\u3002<\/p>\n<p data-line=\"25\" class=\"code-line\">\u81ea\u7136\u8a00\u8a9e\u3067\u4eba\u9593\u304c\u8aad\u3080\u3053\u3068\u3092\u524d\u63d0\u3068\u3057\u305f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306b\u5bfe\u3059\u308b\u691c\u7d22\u3067\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u691c\u7d22\u304c\u76db\u308a\u4e0a\u304c\u308a\u3092\u898b\u305b\u308b\u4e00\u65b9\u3001\u30b3\u30fc\u30c9\u30d9\u30fc\u30b9\u306b\u306f\u7570\u306a\u308b\u30a2\u30d7\u30ed\u30fc\u30c1\u304c\u6c42\u3081\u3089\u308c\u307e\u3059\u3002<\/p>\n<h3 id=\"%E3%82%B3%E3%83%BC%E3%83%89%E3%81%AE%E6%A7%8B%E9%80%A0%E7%90%86%E8%A7%A3\" data-line=\"27\" class=\"code-line\">\n \u30b3\u30fc\u30c9\u306e\u69cb\u9020\u7406\u89e3<\/h3>\n<p data-line=\"29\" class=\"code-line\">\u30b3\u30fc\u30c9\u30d9\u30fc\u30b9\u306f\u81ea\u7136\u8a00\u8a9e\u30c6\u30ad\u30b9\u30c8\u3068\u7570\u306a\u308b\uff08\u6587\u66f8\uff09\u69cb\u9020\u3092\u3057\u3066\u3044\u307e\u3059\u3002\u6bb5\u843d\u3084\u884c\u6570\u30d9\u30fc\u30b9\u306a\u3069\u306e\u30ca\u30a4\u30fc\u30d6\u306a\u30c1\u30e3\u30f3\u30af\u5206\u5272\u3067\u306f\u3001\u95a2\u6570\u5b9a\u7fa9\u3068\u547c\u3073\u51fa\u3057\u3001\u578b\u3084\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u306a\u3069\u306e\u5f79\u5272\u95a2\u4fc2\u3092\u65ad\u3061\u5207\u308a\u3001\u6a5f\u80fd\u7684\u95a2\u9023\uff08\u610f\u5473\u7684\u306a\u307e\u3068\u307e\u308a\uff09\u3092\u58ca\u3057\u3066\u3057\u307e\u3044\u307e\u3059\u3002\u3057\u305f\u304c\u3063\u3066\u3001\u30b3\u30fc\u30c9\u691c\u7d22\u3067\u306f\u69cb\u9020\u5358\u4f4d\uff08\u95a2\u6570\u30fb\u30af\u30e9\u30b9\u30fb\u30e2\u30b8\u30e5\u30fc\u30eb\uff09\u3084\u4f9d\u5b58\u95a2\u4fc2\u306e\u8ffd\u8de1\u3001\u5834\u5408\u306b\u3088\u3063\u3066\u306f\u30b3\u30fc\u30c9\u30d9\u30fc\u30b9\u5168\u4f53\u306e\u30b0\u30e9\u30d5\u69cb\u7bc9\u307e\u3067\u542b\u3081\u3066\u300c\u307e\u3068\u307e\u308a\u300d\u3092\u518d\u73fe\u3059\u308b\u30a2\u30d7\u30ed\u30fc\u30c1\u304c\u91cd\u8981\u306b\u306a\u308a\u307e\u3059\u3002<br \/>\u307e\u305f\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u304c\u30b3\u30fc\u30c9\u306e\u5909\u5316\u306b\u8ffd\u968f\u3057\u7d9a\u3051\u308b\u30b3\u30b9\u30c8\u3082\u639b\u304b\u3063\u3066\u304d\u307e\u3059\u3002<\/p>\n<h2 id=\"%E5%90%84%E3%83%84%E3%83%BC%E3%83%AB%E3%81%AE%E3%82%A2%E3%83%97%E3%83%AD%E3%83%BC%E3%83%81\" data-line=\"32\" class=\"code-line\">\n \u5404\u30c4\u30fc\u30eb\u306e\u30a2\u30d7\u30ed\u30fc\u30c1<\/h2>\n<p data-line=\"34\" class=\"code-line\">\u4e0a\u8a18\u306e\u8ab2\u984c\u304c\u3042\u308b\u4e2d\u3001\u4e3b\u8981\u306aAI\u958b\u767a\u30c4\u30fc\u30eb\u306f\u30b3\u30fc\u30c9\u691c\u7d22\u3092\u3069\u306e\u3088\u3046\u306b\u5b9f\u73fe\u3057\u3066\u3044\u308b\u304b\u3002\u516c\u958b\u60c5\u5831\u304b\u3089\u8aad\u307f\u53d6\u308c\u308b\u5404\u30c4\u30fc\u30eb\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n<p><span class=\"embed-block zenn-embedded zenn-embedded-mermaid\"><iframe id=\"zenn-embedded__45668ab155d3d\" src=\"https:\/\/embed.zenn.studio\/mermaid#zenn-embedded__45668ab155d3d\" data-content=\"flowchart%20TD%0A%20%20%20%20B%7B%E3%82%A4%E3%83%B3%E3%83%87%E3%83%83%E3%82%AF%E3%82%B9%E4%BD%9C%E6%88%90%E3%82%92%E8%A1%8C%E3%81%86%7D%0A%0A%20%20%20%20%25%25%20%E3%82%A4%E3%83%B3%E3%83%87%E3%83%83%E3%82%AF%E3%82%B9%E3%82%92%E4%BD%9C%E6%88%90%E3%81%99%E3%82%8B%E3%83%84%E3%83%BC%E3%83%AB%E7%BE%A4%0A%20%20%20%20B%20--%20yes%20--%3E%20F%5B%22%E3%82%B3%E3%83%BC%E3%83%89%E8%A7%A3%E6%9E%90%3C%2Fbr%3E%EF%BC%88AST%E3%83%BB%E4%BE%9D%E5%AD%98%E9%96%A2%E4%BF%82%E8%A7%A3%E6%9E%90%EF%BC%89%22%5D%0A%20%20%20%20F%20--%3E%20G%5B%22chunking%3C%2Fbr%3E%EF%BC%88%E9%96%A2%E6%95%B0%E3%83%BB%E3%82%AF%E3%83%A9%E3%82%B9%E3%83%BB%E3%83%A2%E3%82%B8%E3%83%A5%E3%83%BC%E3%83%AB%E5%8D%98%E4%BD%8D%E3%81%AA%E3%81%A9%EF%BC%89%22%5D%0A%20%20%20%20G%20--%3E%20H%7B%E6%A4%9C%E7%B4%A2%E6%96%B9%E5%BC%8F%7D%0A%0A%20%20%20%20%25%25%20keyword%20%2F%20identifier%20%E7%B3%BB%EF%BC%88%E3%82%AD%E3%83%BC%E3%83%AF%E3%83%BC%E3%83%89%E6%A4%9C%E7%B4%A2%EF%BC%89%0A%20%20%20%20H%20--%20%E3%82%AD%E3%83%BC%E3%83%AF%E3%83%BC%E3%83%89%EF%BC%8F%E8%AD%98%E5%88%A5%E5%AD%90%E3%81%A7%E6%A4%9C%E7%B4%A2%20--%3E%20I3%5B%22GoDoc%3Cbr%3E%E8%AD%98%E5%88%A5%E5%AD%90%E3%83%BB%E5%85%A8%E6%96%87%E3%82%A4%E3%83%B3%E3%83%87%E3%83%83%E3%82%AF%E3%82%B9%E3%82%92%E6%A7%8B%E7%AF%89%E3%80%82%E3%83%88%E3%83%BC%E3%82%AF%E3%83%B3%E4%B8%80%E8%87%B4%E3%83%BB%E6%AD%A3%E8%A6%8F%E8%A1%A8%E7%8F%BE%E3%81%A7%E3%81%AE%E6%A4%9C%E7%B4%A2%22%5D%0A%0A%20%20%20%20%25%25%20semantic%20%2F%20Embeddings%20%E7%B3%BB%EF%BC%88%E3%82%BB%E3%83%9E%E3%83%B3%E3%83%86%E3%82%A3%E3%83%83%E3%82%AF%E6%A4%9C%E7%B4%A2%EF%BC%89%0A%20%20%20%20H%20--%20%22%E3%82%BB%E3%83%9E%E3%83%B3%E3%83%86%E3%82%A3%E3%83%83%E3%82%AF%E6%A4%9C%E7%B4%A2%3C%2Fbr%3E%EF%BC%88%E3%83%99%E3%82%AF%E3%83%88%E3%83%AB%E5%9F%8B%E3%82%81%E8%BE%BC%E3%81%BF%EF%BC%89%22%20--%3E%20I4%5B%22Cursor%3C%2Fbr%3E%E3%82%AD%E3%83%BC%E3%83%AF%E3%83%BC%E3%83%89%E6%A4%9C%E7%B4%A2%E3%81%A8%E3%82%BB%E3%83%9E%E3%83%B3%E3%83%86%E3%82%A3%E3%83%83%E3%82%AF%E6%A4%9C%E7%B4%A2%E3%81%AE%E3%83%8F%E3%82%A4%E3%83%96%E3%83%AA%E3%83%83%E3%83%89%3C%2Fbr%3E(%E8%AB%96%E7%90%86%E7%9A%84%E3%81%AA%E3%82%B3%E3%83%BC%E3%83%89%E3%83%96%E3%83%AD%E3%83%83%E3%82%AF%E5%8D%98%E4%BD%8D%E3%81%A7chunking)%22%5D%0A%20%20%20%20H%20--%20%22%E3%82%BB%E3%83%9E%E3%83%B3%E3%83%86%E3%82%A3%E3%83%83%E3%82%AF%E6%A4%9C%E7%B4%A2%3C%2Fbr%3E%EF%BC%88%E3%83%99%E3%82%AF%E3%83%88%E3%83%AB%E5%9F%8B%E3%82%81%E8%BE%BC%E3%81%BF%EF%BC%89%22%20--%3E%20I1%5B%22Greptile%3Cbr%3E%E5%90%84%E9%96%A2%E6%95%B0%E3%82%92%E8%87%AA%E7%84%B6%E8%A8%80%E8%AA%9E%E5%8C%96%E3%81%97%E3%81%A6%E3%80%81%3C%2Fbr%3EEmbeddings%20%E3%82%92%E8%A1%8C%E3%81%84%E6%A4%9C%E7%B4%A2%22%5D%0A%20%20%20%20H%20--%20%E6%A7%8B%E9%80%A0%E8%A7%A3%E6%9E%90%EF%BC%8B%E3%82%BB%E3%83%9E%E3%83%B3%E3%83%86%E3%82%A3%E3%83%83%E3%82%AF%E6%A4%9C%E7%B4%A2%EF%BC%88%E3%83%8F%E3%82%A4%E3%83%96%E3%83%AA%E3%83%83%E3%83%89%EF%BC%89%20--%3E%20I2%5B%22Windsurf%20(MQuery)%3Cbr%3EAST%E6%A7%8B%E9%80%A0%E3%81%A8LLM%E3%81%AB%E3%82%88%E3%82%8B%E9%96%A2%E9%80%A3%E6%80%A7%E6%8E%A8%E8%AB%96%22%5D%0A%0A%0A%20%20%20%20%25%25%20%E3%82%A4%E3%83%B3%E3%83%87%E3%83%83%E3%82%AF%E3%82%B9%E3%82%92%E4%BD%9C%E6%88%90%E3%81%97%E3%81%AA%E3%81%84%E3%83%84%E3%83%BC%E3%83%AB%E7%BE%A4%0A%20%20%20%20B%20--%20no%20--%3E%20C%5B%22grep%20%2F%20ripgrep%20%E3%81%A7%E3%81%AE%3Cbr%3E%E3%82%AD%E3%83%BC%E3%83%AF%E3%83%BC%E3%83%89%E3%83%BB%E6%AD%A3%E8%A6%8F%E8%A1%A8%E7%8F%BE%E6%A4%9C%E7%B4%A2%3Cbr%3E%EF%BC%88%E6%A4%9C%E7%B4%A2%E3%83%84%E3%83%BC%E3%83%AB%E3%83%91%E3%83%A9%E3%83%A1%E3%83%BC%E3%82%BF%E3%82%92%E3%83%A2%E3%83%87%E3%83%AB%E3%81%8C%E6%8E%A8%E8%AB%96%EF%BC%89%22%5D%0A%20%20%20%20C%20--%3E%20D%5B%22%E3%83%AD%E3%83%BC%E3%82%AB%E3%83%AB%E5%AE%9F%E8%A1%8C%3C%2Fbr%3E%EF%BC%88Agent%20%E3%83%AB%E3%83%BC%E3%83%97%EF%BC%89%22%5D%0A%20%20%20%20D%20--%3E%20E1%5B%22Claude%20Code%20%2F%20Gemini%20CLI%20%2F%20Codex%20CLI%22%5D\" frameborder=\"0\" scrolling=\"no\" loading=\"lazy\"><\/iframe><\/span><\/p>\n<h3 id=\"godoc\" data-line=\"60\" class=\"code-line\">\n <a target=\"_blank\" href=\"https:\/\/pkg.go.dev\/golang.org\/x\/tools\/godoc\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">GoDoc<\/a><br \/>\n<\/h3>\n<p data-line=\"62\" class=\"code-line\">AI\u958b\u767a\u30c4\u30fc\u30eb\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u304c\u3001Go\u8a00\u8a9e\u306e\u516c\u5f0f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u30c4\u30fc\u30eb\u3067\u3042\u308bGodoc\u306f\u3001\u30b3\u30fc\u30c9\u691c\u7d22\u306e\u57fa\u672c\u7684\u306a\u30a2\u30d7\u30ed\u30fc\u30c1\u3092\u7406\u89e3\u3059\u308b\u4e0a\u3067\u53c2\u8003\u306b\u306a\u308a\u307e\u3059\u3002\u30d3\u30eb\u30c9\u6642\u306b<code>Indexer<\/code>\u3092\u901a\u3058\u3066AST\uff08\u62bd\u8c61\u69cb\u6587\u6728\uff09\u3092\u8d70\u67fb\u3057\u3001\u8b58\u5225\u5b50\u5358\u4f4d\u3067\u51fa\u73fe\u7b87\u6240\u3068\u5171\u306b\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3092\u7d44\u307f\u7acb\u3066\u307e\u3059\u3002\u5ba3\u8a00\u3068\u4f7f\u7528\u7b87\u6240\u306e\u4e21\u65b9\u3092\u8a18\u9332\u3057\u3001\u6b63\u78ba\u306a\u30b3\u30fc\u30c9\u69cb\u9020\u306e\u628a\u63e1\u3092\u5b9f\u73fe\u3057\u3066\u3044\u307e\u3059\u3002<br \/>\u516c\u5f0f\u30c4\u30fc\u30eb\u3068\u3044\u3046\u3053\u3068\u3082\u3042\u308a\u3001AST\u89e3\u6790\u3092\u7528\u3044\u3066\u6b63\u78ba\u306b\u30b3\u30fc\u30c9\u69cb\u9020\u3092\u628a\u63e1\u3057\u3066\u3044\u308b\u70b9\u304c\u7279\u5fb4\u7684\u3067\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u30e6\u30fc\u30b6\u30fc\u306f\u7279\u5b9a\u306e\u95a2\u6570\u3084\u30e1\u30bd\u30c3\u30c9\u306b\u95a2\u3059\u308b\u60c5\u5831\u3092\u8b58\u5225\u5b50\u30d9\u30fc\u30b9\u3067\u691c\u7d22\u53ef\u80fd\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<h3 id=\"claude-code-%2F-codex-%2F-gemini-cli\" data-line=\"65\" class=\"code-line\">\n Claude Code \/ Codex \/ Gemini CLI<\/h3>\n<p data-line=\"67\" class=\"code-line\">CLI\u578b\u306e\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306f\u3044\u305a\u308c\u3082\u69cb\u6587\u89e3\u6790\u3084\u30b3\u30fc\u30c9\u30d9\u30fc\u30b9\u306e\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u5316\u3092\u884c\u308f\u305a\u3001\u30ed\u30fc\u30ab\u30eb\u4e0a\u3067LLM\u306bgrep\u3084ripgrep\u306a\u3069\u306e\u30c4\u30fc\u30eb\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u63a8\u8ad6\u3055\u305b\u3001\u30ad\u30fc\u30ef\u30fc\u30c9\u30fb\u6b63\u898f\u8868\u73fe\u691c\u7d22\u3092\u5b9f\u884c\u3059\u308b\u65b9\u6cd5\u3092\u63a1\u7528\u3057\u3066\u3044\u307e\u3059\u3002\uff08Claude Code\u306f\u6a19\u6e96\u3067ripgrep\u30d0\u30a4\u30ca\u30ea\u3092\u540c\u68b1\u3057\u3001OpenAI\u306eCodex CLI\u3082\u30af\u30ed\u30b9\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u5411\u3051\u306brg\u30d0\u30a4\u30ca\u30ea\u3092\u914d\u5e03\u3057\u3001\u30c4\u30fc\u30eb\u30c1\u30a7\u30fc\u30f3\u304b\u3089\u5b89\u5168\u306b\u547c\u3073\u51fa\u305b\u308b\u3088\u3046\u4f9d\u5b58\u95a2\u4fc2\u3092\u30bb\u30c3\u30c8\u30a2\u30c3\u30d7\u3057\u3066\u3044\u307e\u3059\uff09\u3002<br \/>Cladue Code\u304c\u30ea\u30ea\u30fc\u30b9\u3055\u308c\u305f\u969b\u3001grep\u306a\u3069\u306e\u30ed\u30fc\u30ab\u30eb\u30c4\u30fc\u30eb\u3078\u306e\u6a29\u9650\u3092\u308f\u305f\u3057\u3001\u30d1\u30ef\u30d5\u30eb\u306b\u30b3\u30fc\u30c9\u30d9\u30fc\u30b9\u3092\u8d70\u67fb\u3057\u3066\u3044\u308b\u70b9\u306f\u5370\u8c61\u7684\u3067\u3057\u305f\u3002<br \/>\u4ed6\u65b9\u3067\u30d1\u30bf\u30fc\u30f3\u691c\u7d22\u3092\u7e70\u308a\u8fd4\u3057\u884c\u3046\u305f\u3081\u3001\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u3068LLM\u3067\u306e\u9010\u6b21\u7684\u306a\u30bf\u30fc\u30f3\u304c\u5897\u3048\u3001\u5b9f\u884c\u901f\u5ea6\u306e\u9762\u3067\u8ab2\u984c\u304c\u3042\u308b\u3053\u3068\u3082\u6307\u6458\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p data-line=\"71\" class=\"code-line\">\u3053\u3046\u3057\u305f\u30ed\u30fc\u30ab\u30eb\u3067\u52d5\u4f5c\u3059\u308bCLI\u578b\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306f\u4e8b\u524d\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3092\u6301\u305f\u305a\u3001LLM\u304c\u30c4\u30fc\u30eb\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u63a8\u8ad6\u3057\u3066\u30ed\u30fc\u30ab\u30eb\u691c\u7d22\u3092\u7e70\u308a\u8fd4\u3059\u3053\u3068\u3067\u3001\u6700\u65b0\u306e\u30b3\u30fc\u30c9\u30d9\u30fc\u30b9\u306b\u8ffd\u5f93\u3057\u307e\u3059\u3002\u307e\u305f\u3001\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u3092\u5916\u90e8\u306b\u6301\u3061\u51fa\u3055\u305a\u306b\u30b3\u30fc\u30c9\u3092\u8d70\u67fb\u3067\u304d\u308b\u70b9\u3082\u7279\u5fb4\u3067\u3059\u3002<br \/>Claude Code\u306f\u30ed\u30fc\u30ab\u30eb\u3067\u52d5\u4f5c\u3057\u3001\u958b\u767a\u8005\u3068\u540c\u3058\u30c4\u30fc\u30eb\u3092\u7528\u3044\u3001\u540c\u3058\u30e1\u30f3\u30bf\u30eb\u30e2\u30c7\u30eb\u3092\u5171\u6709\u3059\u308b\u3053\u3068\u304c\u591a\u304f\u306e\u958b\u767a\u8005\u306b\u9078\u3070\u308c\u308b\u7406\u7531\u306e\uff11\u3064\u306b\u3042\u3052\u3066\u3044\u307e\u3059 \u3002<\/p>\n<blockquote data-line=\"74\" class=\"code-line\">\n<p data-line=\"74\" class=\"code-line\">Works in your terminal: Not another chat window. Not another IDE. Claude Code meets you where you already work, with the tools you already love.<\/p>\n<\/blockquote>\n<h3 id=\"cursor\" data-line=\"80\" class=\"code-line\">\n <a target=\"_blank\" href=\"http:\/\/cursor.com\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Cursor<\/a><br \/>\n<\/h3>\n<p data-line=\"82\" class=\"code-line\">Cursor\u306fIDE\u306b\u642d\u8f09\u3055\u308c\u3066\u3044\u308b\u30ad\u30fc\u30ef\u30fc\u30c9\u691c\u7d22\u306b\u52a0\u3048\u3066\u3001\u30b3\u30fc\u30c9\u30d9\u30fc\u30b9\u306e\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u5316\u3092\u30aa\u30d7\u30c8\u30a4\u30f3\u6a5f\u80fd\u3068\u3057\u3066\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059\u3002\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u5316\u3092\u6709\u52b9\u306b\u3059\u308b\u3068\u3001\u691c\u7d22\u3084\u88dc\u5b8c\u306e\u54c1\u8cea\u5411\u4e0a\u3092\u76ee\u7684\u306bEmbeddings\u304c\u30af\u30e9\u30a6\u30c9\u4e0a\u306b\u4f5c\u3089\u308c\u3001\u30b3\u30fc\u30c9\u30d9\u30fc\u30b9\u5168\u4f53\u306e\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u691c\u7d22\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u30025\u5206\u8d77\u304d\u306b\u81ea\u52d5\u3067\u306e\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u66f4\u65b0\u304c\u884c\u308f\u308c\u3001\u30d5\u30a1\u30a4\u30eb\u5358\u4f4d\u3067\u306f\u306a\u304f\u3001\u95a2\u6570\u3084\u30af\u30e9\u30b9\u3001\u8ad6\u7406\u7684\u306a\u30b3\u30fc\u30c9\u30d6\u30ed\u30c3\u30af\u306a\u3069\u610f\u5473\u306e\u3042\u308b\u5358\u4f4d\u306b\u5206\u5272\u3055\u308c\u307e\u3059\u3002\u30c6\u30ad\u30b9\u30c8\u306e\u5206\u5272\u3067\u306f\u306a\u304f\u3001\u30b3\u30fc\u30c9\u306e\u69cb\u9020\u7684\u610f\u5473\u3092\u4fdd\u6301\u3057\u305f\u5f62\u3067Embeddings\u304c\u751f\u6210\u3055\u308c\u307e\u3059\u3002<\/p>\n<p data-line=\"84\" class=\"code-line\">\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3068\u306e\u30b3\u30e9\u30dc\u30ec\u30fc\u30b7\u30e7\u30f3\u3092\u3088\u308a\u5f37\u5316\u3059\u308b\u3068\u3057\u3066\u767a\u8868\u3055\u308c\u305fCursor 2.0\u3067\u306f\u3001\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306fgrep\u306a\u3069\u306e\u30ad\u30fc\u30ef\u30fc\u30c9\u691c\u7d22\u3068\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u691c\u7d22\u3092\u7d44\u307f\u5408\u308f\u305b\u3066\u5229\u7528\u3057\u3001Composer\u3068\u3044\u3046Cursor\u4e0a\u3067\u306e\u4f4e\u9045\u5ef6\u306a\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u3092\u53ef\u80fd\u306a\u3088\u3046\u306b\u5f37\u5316\u5b66\u7fd2\u3055\u308c\u305f\u30e2\u30c7\u30eb\u3092\u5229\u7528\u3057\u3066\u30b3\u30fc\u30c9\u751f\u6210\u3092\u884c\u3044\u307e\u3059\u3002<br \/>\u5927\u898f\u6a21\u306a\u30b3\u30fc\u30c9\u30d9\u30fc\u30b9\u306e\u7406\u89e3\u3068\u64cd\u4f5c\u306b\u304a\u3044\u3066\u3088\u308a\u9ad8\u901f\u306b\u52d5\u304f\u3053\u3068\u3092\u76ee\u6307\u3057\u3066\u3001\u30e2\u30c7\u30eb\u304c\u30c4\u30fc\u30eb\u4f7f\u7528\u306b\u304a\u3044\u3066\u52b9\u7387\u7684\u306a\u9078\u629e\u3092\u884c\u3044\u3001\u53ef\u80fd\u306a\u9650\u308a\u4e26\u5217\u51e6\u7406\u3092\u6d3b\u7528\u3059\u308b\u3088\u3046\u306b\u4fc3\u3059\u4ed5\u7d44\u307f\u3092\u63a1\u7528\u3057\u3066\u3044\u308b\u3068Composer\u306e\u7279\u5fb4\u304c\u30ea\u30ea\u30fc\u30b9\u6642\u306b\u7d39\u4ecb\u3055\u308c\u3066\u3044\u307e\u3059.<\/p>\n<h3 id=\"windsurf\" data-line=\"91\" class=\"code-line\">\n <a target=\"_blank\" href=\"https:\/\/windsurf.com\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Windsurf<\/a><br \/>\n<\/h3>\n<p data-line=\"93\" class=\"code-line\">Windsurf\u306f\u3001\u30b3\u30fc\u30c9\u30d9\u30fc\u30b9\u3092\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u5316\u3057\u305f\u3046\u3048\u3067\u72ec\u81ea\u306eM-Query\u306b\u3088\u308bRAG\u3092\u5b9f\u884c\u3057\u3066\u3044\u308b\u3068\u8a9e\u3063\u3066\u3044\u307e\u3059\u3002\u5f93\u6765\u306eEmbeddings\u306b\u3088\u308b\u30d9\u30af\u30c8\u30eb\u5316\u3055\u308c\u305f\u30c1\u30e3\u30f3\u30af\u306e\u985e\u4f3c\u5ea6\u306b\u4f9d\u62e0\u3059\u308b\u306e\u3067\u306f\u306a\u304f\u3001M-Query\u306f\u691c\u7d22\u30af\u30a8\u30ea\u3068\u5404\u30d5\u30a1\u30a4\u30eb\u3092LLM\u306b\u4e26\u5217\u3067\u6e21\u3057\u3001\u95a2\u9023\u6027\u3092\u63a8\u8ad6\u3055\u305b\u308b\u3053\u3068\u3092\u4e26\u5217\u3067\u884c\u3044\u3001\u30ea\u30e9\u30f3\u30ad\u30f3\u30b0\u3059\u308b\u3068\u3044\u3046\u72ec\u81ea\u306e\u691c\u7d22\u624b\u6cd5\u3067\u3059\u3002<br \/>AI \u30e2\u30c7\u30eb\u306e\u60c5\u5831\u691c\u7d22\u80fd\u529b\u306e\u9650\u754c Needle in a haystack\uff08\u5e72\u3057\u8349\u304b\u3089\u91dd\u3092\u898b\u3064\u3051\u308b\uff09\u304b\u3089\u3001M-Query\u3067\u306f\u5927\u91cf\u306e\u8a08\u7b97\u8cc7\u6e90\u3068\u72ec\u81ea\u306e\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u3092\u6d3b\u7528\u3057\u3066\u3001\u8907\u6570\u306e\u95a2\u9023\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\uff08\u8907\u6570\u306e\u91dd\uff09\u3092\u9ad8\u901f\u304b\u3064\u9ad8\u7cbe\u5ea6\u3067\u7279\u5b9a\u3059\u308b\u305f\u3081\u306b\u8a2d\u8a08\u3055\u308c\u3066\u3044\u308b\u3068\u8aac\u660e\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p data-line=\"96\" class=\"code-line\">\u66f4\u306b\u3001Fast Context\u3068\u3044\u3046\u95a2\u9023\u30b3\u30fc\u30c9\u3092\u691c\u7d22\u3059\u308b\u5c02\u7528\u306e\u30b5\u30d6\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3082\u642d\u8f09\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u30b5\u30d6\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306b\u5229\u7528\u3055\u308c\u308b\u30e2\u30c7\u30eb\u306f\u3001SWE-grep\/SWE-grep-mini\u3068\u3044\u3046\u30b3\u30fc\u30c9\u691c\u7d22\u7528\u306b\u8a13\u7df4\u3055\u308c\u305f\u30ab\u30b9\u30bf\u30e0\u30e2\u30c7\u30eb\u3067\u3059\u3002<\/p>\n<h3 id=\"greptile\" data-line=\"104\" class=\"code-line\">\n <a target=\"_blank\" href=\"https:\/\/www.greptile.com\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Greptile<\/a><br \/>\n<\/h3>\n<p data-line=\"106\" class=\"code-line\">Greptile\u306f\u3001\u691c\u7d22\u7cbe\u5ea6\u3092\u9ad8\u3081\u308b\u305f\u3081\u306b\u30b3\u30fc\u30c9\u3092\u305d\u306e\u307e\u307eEmbeddings\u306b\u3059\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u95a2\u6570\u3054\u3068\u306b\u81ea\u7136\u8a00\u8a9e\u306e\u8981\u7d04\u3092\u751f\u6210\u3057\u3066\u304b\u3089\u30d9\u30af\u30c8\u30eb\u5316\u3059\u308b\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3092\u63a1\u7528\u3057\u3066\u3044\u307e\u3059\u3002\u307e\u305a\u30c1\u30e3\u30f3\u30af\u3092\u610f\u5473\u7684\u306b\u307e\u3068\u3081\u3001\u305d\u306e\u8aac\u660e\u6587\u3092 embed \u3057\u305f\uff08\u57cb\u3081\u8fbc\u3093\u3060\uff09\u4e0a\u3067\u985e\u4f3c\u5ea6\u691c\u7d22\u3092\u5b9f\u884c\u3059\u308b\u3053\u3068\u3067\u3001\u547c\u3073\u51fa\u3057\u5074\u3068\u5b9a\u7fa9\u304c\u5225\u8a00\u8a9e\u3067\u66f8\u304b\u308c\u3066\u3044\u3066\u3082\u30d2\u30c3\u30c8\u7387\u3092\u7dad\u6301\u3067\u304d\u308b\u3068\u5831\u544a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p data-line=\"108\" class=\"code-line\">\u3055\u3089\u306b\u3001\u30ea\u30dd\u30b8\u30c8\u30ea\u5168\u4f53\u3092\u30d5\u30a1\u30a4\u30eb\u30fb\u95a2\u6570\u30fb\u5916\u90e8\u547c\u3073\u51fa\u3057\u3068\u3044\u3063\u305f\u30ce\u30fc\u30c9\u3067\u69cb\u6210\u3055\u308c\u305f\u30b0\u30e9\u30d5\u306b\u5909\u63db\u3057\u3001\u4f9d\u5b58\u95a2\u4fc2\u3084\u5229\u7528\u7b87\u6240\u3092\u9ad8\u901f\u306b\u305f\u3069\u308c\u308b\u3088\u3046\u306b\u3057\u3066\u3044\u307e\u3059\u3002\u30ec\u30d3\u30e5\u30fc\u5bfe\u8c61\u306e\u95a2\u6570\u304c\u5909\u66f4\u3055\u308c\u305f\u969b\u306b\u306f\u3001\u30b0\u30e9\u30d5\u304b\u3089\u547c\u3073\u51fa\u3057\u5143\u3084\u985e\u4f3c\u30d1\u30bf\u30fc\u30f3\u3092\u7167\u4f1a\u3057\u3001\u5f71\u97ff\u7bc4\u56f2\u306e\u6d17\u3044\u51fa\u3057\u3084\u30b9\u30bf\u30a4\u30eb\u306e\u5dee\u7570\u3092\u81ea\u52d5\u3067\u6307\u6458\u3059\u308b\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u304c\u516c\u958b\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<h2 id=\"%E3%82%BB%E3%82%AD%E3%83%A5%E3%83%AA%E3%83%86%E3%82%A3%E9%9D%A2\" data-line=\"110\" class=\"code-line\">\n \u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u9762<\/h2>\n<p data-line=\"112\" class=\"code-line\">\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u5316\u3092\u884c\u308f\u306a\u3044\u5834\u5408\u306b\u306f\u554f\u984c\u3068\u306a\u308a\u307e\u305b\u3093\u304c\u3001\u30b3\u30fc\u30c9\u30d9\u30fc\u30b9\u304b\u3089\u4e8c\u6b21\u7684\u306a\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u60c5\u5831\u3092\u751f\u6210\u3057\u3066\u3001\u5916\u90e8\u30af\u30e9\u30a6\u30c9\u4e0a\u306b\u4fdd\u5b58\u3059\u308b\u5834\u5408\u3001\u6a5f\u5bc6\u60c5\u5831\u306e\u53d6\u308a\u6271\u3044\u306f\u95a2\u5fc3\u4e8b\u3068\u3057\u3066\u8b70\u984c\u306b\u3042\u304c\u308a\u307e\u3059\u3002\u4f01\u696d\u306e\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u306f\u77e5\u7684\u8ca1\u7523\u3067\u3042\u308a\u3001\u6f0f\u6d29\u3059\u308b\u3068\u91cd\u5927\u306a\u640d\u5bb3\u3092\u88ab\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p data-line=\"114\" class=\"code-line\">Cursor \u306f\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u691c\u7d22\u3092\u6709\u52b9\u5316\u3059\u308b\u3068\u3001\u958b\u3044\u3066\u3044\u308b\u30d5\u30a9\u30eb\u30c0\u306e <code>.gitignore<\/code> \/ <code>.cursorignore<\/code> \u3092\u9664\u3044\u3066\u30b9\u30ad\u30e3\u30f3\u3057\u3001\u30d5\u30a1\u30a4\u30eb\u30cf\u30c3\u30b7\u30e5\u304b\u3089\u69cb\u6210\u3055\u308c\u308bMerkle tree\u3092\u751f\u6210\u3057\u307e\u3059\u3002\u5dee\u5206\u304c\u691c\u51fa\u3055\u308c\u305f\u30c1\u30e3\u30f3\u30af\u3060\u3051\u3092\u30b5\u30fc\u30d0\u30fc\u306b\u9001\u4fe1\u3057\u3066\u30d9\u30af\u30c8\u30eb\u5316\u3057\u3001\u30cf\u30c3\u30b7\u30e5\u4ed8\u304d\u3067 Turbopuffer \u306b\u4fdd\u5b58\u3059\u308b\u305f\u3081\u3001\u540c\u3058\u30b3\u30fc\u30c9\u30d9\u30fc\u30b9\u3092\u518d\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3059\u308b\u969b\u306f\u30ad\u30e3\u30c3\u30b7\u30e5\u304c\u6d41\u7528\u3067\u304d\u307e\u3059\u3002<br \/>\u63a8\u8ad6\u6642\u306f\u57cb\u3081\u8fbc\u307f\u30d9\u30af\u30c8\u30eb\u3092\u8a08\u7b97\u3057\u3001Turbopuffer\u4e0a\u3067\u6700\u8fd1\u508d\u691c\u7d22\u3092\u5b9f\u884c\u3057\u3066\u3001\u96e3\u8aad\u5316\u3055\u308c\u305f\u30d5\u30a1\u30a4\u30eb\u30d1\u30b9\u3068\u8a72\u5f53\u884c\u7bc4\u56f2\u3092\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u306b\u8fd4\u3057\u307e\u3059\u3002\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u306f\u8a72\u5f53\u30d5\u30a1\u30a4\u30eb\u3092\u8aad\u307f\u51fa\u3057\u3001\u30c1\u30e3\u30f3\u30af\u3092\u30b5\u30fc\u30d0\u30fc\u306b\u9001\u4fe1\u3057\u3066\u3001\u56de\u7b54\u751f\u6210\u3092\u884c\u3044\u307e\u3059\u3002\u305d\u306e\u305f\u3081\u3001\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u30e2\u30fc\u30c9\u3067\u306f\u5e73\u6587\u306e\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u304c\u30af\u30e9\u30a6\u30c9\u4e0a\u3067\u6c38\u7d9a\u5316\u3055\u308c\u306a\u3044\u3088\u3046\u914d\u616e\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<h2 id=\"%E3%81%8A%E3%82%8F%E3%82%8A%E3%81%AB\" data-line=\"119\" class=\"code-line\">\n \u304a\u308f\u308a\u306b<\/h2>\n<p data-line=\"121\" class=\"code-line\">AI\u958b\u767a\u30c4\u30fc\u30eb\u306b\u304a\u3044\u3066\u30b3\u30fc\u30c9\u691c\u7d22\u306f\u91cd\u8981\u306a\u8981\u7d20\u6280\u8853\u3067\u3042\u308a\u3001\u5404\u30c4\u30fc\u30eb\u306f\u72ec\u81ea\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u3067\u3053\u306e\u8ab2\u984c\u306b\u53d6\u308a\u7d44\u3093\u3067\u3044\u307e\u3059\u3002\u30b3\u30fc\u30c9\u306e\u69cb\u9020\u7406\u89e3\u3084\u4ed6\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u3078\u306e\u4f9d\u5b58\u8003\u616e\u304c\u5fc5\u8981\u3067\u81ea\u7136\u8a00\u8a9e\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3068\u306f\u5927\u304d\u304f\u7570\u306a\u308a\u307e\u3059\u3002\u76f4\u8fd1\u3067\u306f\u691c\u7d22\u30c4\u30fc\u30eb\u30b3\u30fc\u30eb\u3092\u5f37\u5316\u5b66\u7fd2\u3057\u305f\u30e2\u30c7\u30eb\u304c\u6d41\u884c\u308a\u3092\u898b\u305b\u3066\u3044\u308b\u306a\u3069\u3001\u4eca\u5f8c\u3082\u3069\u306e\u3088\u3046\u306a\u9032\u5316\u304c\u307f\u308c\u308b\u304b\u697d\u3057\u307f\u306a\u9818\u57df\u3067\u3059\u3002<\/p>\n<\/div>\n\n<br 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