{"id":4053,"date":"2023-06-26T11:00:40","date_gmt":"2023-06-26T02:00:40","guid":{"rendered":"https:\/\/github.blog\/jp\/?p=4053"},"modified":"2023-06-23T15:35:35","modified_gmt":"2023-06-23T06:35:35","slug":"%e7%94%9f%e6%88%90%e7%b3%bbai%e3%81%8c%e3%82%82%e3%81%9f%e3%82%89%e3%81%99%e9%96%8b%e7%99%ba%e3%83%af%e3%83%bc%e3%82%af%e3%83%95%e3%83%ad%e3%83%bc%e3%81%ae%e5%a4%89%e5%8c%96","status":"publish","type":"post","link":"https:\/\/github.blog\/jp\/2023-06-26-%e7%94%9f%e6%88%90%e7%b3%bbai%e3%81%8c%e3%82%82%e3%81%9f%e3%82%89%e3%81%99%e9%96%8b%e7%99%ba%e3%83%af%e3%83%bc%e3%82%af%e3%83%95%e3%83%ad%e3%83%bc%e3%81%ae%e5%a4%89%e5%8c%96\/","title":{"rendered":"\u751f\u6210\u7cfbAI\u304c\u3082\u305f\u3089\u3059\u958b\u767a\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306e\u5909\u5316"},"content":{"rendered":"<p style=\"font-size: 14px;\">GitHub Copilot\u306e\u3088\u3046\u306a\u751f\u6210\u7cfbAI\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u30c4\u30fc\u30eb\u306e\u6025\u901f\u306a\u9032\u6b69\u304c\u3001\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u958b\u767a\u73fe\u5834\u306b\u6253\u3061\u5bc4\u305b\u308b\u6b21\u306e\u6ce2\u3092\u52a0\u901f\u3055\u305b\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u8a18\u4e8b\u3067\u306f\u4eca\u3001\u7686\u3055\u3093\u304c\u77e5\u3063\u3066\u304a\u304f\u3079\u304d\u3053\u3068\u3092\u3054\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n<hr \/>\n<p>\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30fc\u3092\u8a08\u7b97\u306e\u305f\u3081\u3060\u3051\u306b\u4f7f\u3063\u3066\u3044\u305f\u6642\u4ee3\u3001\u30a8\u30f3\u30b8\u30cb\u30a2\u306eDouglas Engelbart\u306f\u3001\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30fc\u3092\u300c\u4eba\u985e\u306e\u6700\u3082\u8907\u96d1\u306a\u554f\u984c\u3092\u89e3\u6c7a\u3059\u308b\u30b3\u30e9\u30dc\u30ec\u30fc\u30b7\u30e7\u30f3\u30c4\u30fc\u30eb\u300d\u3068\u3057\u3066\u6349\u3048\u76f4\u3057\u3001\u300c<a href=\"https:\/\/www.smithsonianmag.com\/innovation\/douglas-engelbart-invented-future-180967498\/\" target=\"_blank\" rel=\"noopener\">\u3059\u3079\u3066\u306e\u30c7\u30e2\u306e\u6bcd<\/a>\u300d\u3092\u5b9f\u65bd\u3057\u307e\u3057\u305f\u3002\u30c7\u30e2\u306e\u5192\u982d\u3067\u3001\u5f7c\u306f\u8074\u8846\u306b\u300c\u81ea\u5206\u306e\u884c\u52d5\u306b\u5373\u5ea7\u306b\u53cd\u5fdc\u3059\u308b\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30fc\u304c\u3042\u308c\u3070\u3001\u3069\u308c\u3060\u3051\u306e\u4fa1\u5024\u3092\u5f97\u3089\u308c\u308b\u3060\u308d\u3046\u304b\u300d\u3068\u554f\u3044\u304b\u3051\u307e\u3057\u305f\u3002<\/p>\n<p>\u305d\u308c\u3068\u540c\u3058\u8cea\u554f\u3092\u3001\u751f\u6210\u7cfbAI\u30e2\u30c7\u30eb\u306b\u3082\u6295\u3052\u304b\u3051\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u65b0\u3057\u3044\u30a2\u30a4\u30c7\u30a2\u306e\u30d6\u30ec\u30a4\u30f3\u30b9\u30c8\u30fc\u30df\u30f3\u30b0\u3092\u884c\u3063\u305f\u308a\u3001\u5927\u304d\u306a\u69cb\u60f3\u3092\u5c0f\u3055\u306a\u30bf\u30b9\u30af\u306b\u5206\u3051\u305f\u308a\u3001\u554f\u984c\u306b\u5bfe\u3059\u308b\u65b0\u305f\u306a\u89e3\u6c7a\u7b56\u3092\u63d0\u6848\u3057\u3066\u304f\u308c\u308b\u3001\u53cd\u5fdc\u6027\u306b\u512a\u308c\u305f\u751f\u6210\u7cfbAI\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u30c4\u30fc\u30eb\u304c\u3042\u308c\u3070\u3001\u3069\u308c\u3060\u3051\u5275\u9020\u6027\u3068\u751f\u7523\u6027\u304c\u9ad8\u307e\u308b\u306e\u3067\u3057\u3087\u3046\u304b\u3002<\/p>\n<p>\u3053\u308c\u306f\u4eee\u5b9a\u306e\u8cea\u554f\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u65b0\u3057\u3044\u751f\u6210\u7cfbAI\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u30c4\u30fc\u30eb\u306f\u81ea\u7136\u8a00\u8a9e\u30d7\u30ed\u30f3\u30d7\u30c8\u3084\u65e2\u5b58\u306e\u30b3\u30fc\u30c9\u306b\u5bfe\u5fdc\u3057\u3066\u30b3\u30fc\u30c9\u3092\u63d0\u6848\u3057\u305f\u308a\u3001\u95a2\u6570\u5168\u4f53\u3092\u63d0\u4f9b\u3067\u304d\u3001\u3053\u3046\u3057\u305f\u30c4\u30fc\u30eb\u3092\u6d3b\u7528\u3057\u305fAI\u652f\u63f4\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u304c\u6025\u901f\u306b\u51fa\u73fe\u3057\u3066\u3044\u307e\u3059\u3002\u307e\u305f\u3001\u3053\u3046\u3057\u305f\u30c4\u30fc\u30eb\u305d\u306e\u3082\u306e\u3084\u30c4\u30fc\u30eb\u306e\u6d3b\u7528\u306b\u3088\u3063\u3066\u958b\u767a\u8005\u304c\u9054\u6210\u3067\u304d\u308b\u3053\u3068\u3082\u3001\u6025\u901f\u306b\u5909\u5316\u3057\u3066\u3044\u307e\u3059\u3002\u305d\u306e\u305f\u3081\u3001\u4eca\u3001\u4f55\u304c\u8d77\u304d\u3066\u3044\u3066\u3001\u73fe\u5728\u306e\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u958b\u767a\u65b9\u6cd5\u3068\u4eca\u5f8c\u306e\u5909\u5316\u304c\u610f\u5473\u3059\u308b\u3082\u306e\u3092\u7406\u89e3\u3059\u308b\u3053\u3068\u304c\u3001\u3059\u3079\u3066\u306e\u958b\u767a\u8005\u306b\u3068\u3063\u3066\u91cd\u8981\u306a\u6642\u3092\u8fce\u3048\u3066\u3044\u308b\u306e\u3067\u3059\u3002<\/p>\n<p>\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u958b\u767a\u306b\u304a\u3051\u308b\u751f\u6210\u7cfbAI\u306e\u73fe\u72b6\u3092\u3001\u4ee5\u4e0b\u306e\u70b9\u306b\u3064\u3044\u3066\u6398\u308a\u4e0b\u3052\u306a\u304c\u3089\u304a\u4f1d\u3048\u3057\u307e\u3059\u3002<\/p>\n<ul>\n<li><a href=\"https:\/\/github.blog\/jp\/?p=4053&#038;preview=true#%e7%94%9f%e6%88%90%e7%b3%bbai%e3%81%8c%e9%96%8b%e7%99%ba%e8%80%85%e3%83%af%e3%83%bc%e3%82%af%e3%83%95%e3%83%ad%e3%83%bc%e3%81%ab%e3%82%82%e3%81%9f%e3%82%89%e3%81%99%e7%8b%ac%e8%87%aa%e3%81%ae%e4%be%a1\"><\u751f\u6210\u7cfbAI\u304c\u958b\u767a\u8005\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306b\u3082\u305f\u3089\u3059\u72ec\u81ea\u306e\u4fa1\u5024<\/a><\/li>\n<li><a href=\"https:\/\/github.blog\/jp\/?p=4053&#038;preview=true#%e7%94%9f%e6%88%90%e7%b3%bbai%e3%82%b3%e3%83%bc%e3%83%87%e3%82%a3%e3%83%b3%e3%82%b0%e3%83%84%e3%83%bc%e3%83%ab%e3%81%ae%e8%a8%ad%e8%a8%88%e3%81%a8%e6%a7%8b%e7%af%89\">\u751f\u6210\u7cfbAI\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u30c4\u30fc\u30eb\u306e\u8a2d\u8a08\u3068\u69cb\u7bc9<\/a><\/li>\n<li><a href=\"https:\/\/github.blog\/jp\/?p=4053&#038;preview=true#%e9%96%8b%e7%99%ba%e8%80%85%e3%81%8ctransformer%e3%81%a8%e5%a4%a7%e8%a6%8f%e6%a8%a1%e8%a8%80%e8%aa%9e%e3%83%a2%e3%83%87%e3%83%ab%ef%bc%88llm%ef%bc%89%e3%81%ab%e3%81%93%e3%81%a0%e3%82%8f%e3%82%8b\">\u958b\u767a\u8005\u304cTransformer\u3068\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u306b\u3053\u3060\u308f\u308b\u3079\u304d\u7406\u7531<\/a><\/li>\n<li><a href=\"https:\/\/github.blog\/jp\/?p=4053&#038;preview=true#%e9%96%8b%e7%99%ba%e8%80%85%e3%81%ab%e3%82%88%e3%82%8b%e7%94%9f%e6%88%90%e7%b3%bbai%e3%82%b3%e3%83%bc%e3%83%87%e3%82%a3%e3%83%b3%e3%82%b0%e3%83%84%e3%83%bc%e3%83%ab%e3%81%ae%e6%b4%bb%e7%94%a8%e6%b3%95\">\u958b\u767a\u8005\u306b\u3088\u308b\u751f\u6210\u7cfbAI\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u30c4\u30fc\u30eb\u306e\u6d3b\u7528<\/a><\/li>\n<\/ul>\n<h2 id=\"%e7%94%9f%e6%88%90%e7%b3%bbai%e3%81%8c%e9%96%8b%e7%99%ba%e8%80%85%e3%83%af%e3%83%bc%e3%82%af%e3%83%95%e3%83%ad%e3%83%bc%e3%81%ab%e3%82%82%e3%81%9f%e3%82%89%e3%81%99%e7%8b%ac%e8%87%aa%e3%81%ae%e4%be%a1\">\u751f\u6210\u7cfbAI\u304c\u958b\u767a\u8005\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306b\u3082\u305f\u3089\u3059\u72ec\u81ea\u306e\u4fa1\u5024<a href=\"#%e7%94%9f%e6%88%90%e7%b3%bbai%e3%81%8c%e9%96%8b%e7%99%ba%e8%80%85%e3%83%af%e3%83%bc%e3%82%af%e3%83%95%e3%83%ad%e3%83%bc%e3%81%ab%e3%82%82%e3%81%9f%e3%82%89%e3%81%99%e7%8b%ac%e8%87%aa%e3%81%ae%e4%be%a1\" class=\"heading-link\" aria-label=\"\u751f\u6210\u7cfbAI\u304c\u958b\u767a\u8005\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306b\u3082\u305f\u3089\u3059\u72ec\u81ea\u306e\u4fa1\u5024\" data-anchorjs-icon=\"#\" style=\"padding-left: 0.375em;\"><\/a><\/h2>\n<p>AI\u3068\u81ea\u52d5\u5316\u306f\u3001\u4ee5\u524d\u304b\u3089\u958b\u767a\u8005\u306e\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306e\u4e00\u90e8\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002\u6a5f\u68b0\u5b66\u7fd2\uff08ML\uff09\u3092\u4f7f\u7528\u3057\u305f\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30c1\u30a7\u30c3\u30af\u304b\u3089CI\/CD\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u307e\u3067\u3001<a href=\"https:\/\/github.blog\/2022-02-17-leveraging-machine-learning-find-security-vulnerabilities\/\" target=\"_blank\" rel=\"noopener\">GitHub\u4e0a\u306eCodeQL<\/a>\u306a\u3069\u69d8\u3005\u306a\u81ea\u52d5\u5316\u30c4\u30fc\u30eb\u3084AI\u30c4\u30fc\u30eb\u304c\u6d3b\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p><strong>\u4ee5\u4e0b\u306e\u3059\u3079\u3066\u306e\u30ab\u30c6\u30b4\u30ea\u30fc\u306b\u306f\u91cd\u8907\u3059\u308b\u90e8\u5206\u304c\u3042\u308a\u307e\u3059\u304c\u3001\u751f\u6210\u7cfbAI\u304c\u81ea\u52d5\u5316\u3084\u4ed6\u306eAI\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u30c4\u30fc\u30eb\u3068\u306f\u7570\u306a\u308b\u70b9\u3092\u3054\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/strong><\/p>\n<div class=\"content-table-wrap\">\n<table>\n<tbody>\n<tr valign=\"top\">\n<td colspan=\"1\" rowspan=\"1\"><strong>A\u81ea\u52d5\u5316\uff1a\ud83d\udee4<\/strong><br \/>\n<strong>\u5b9f\u884c\u3059\u3079\u304d\u5185\u5bb9\u3068\u305d\u308c\u3092\u6bce\u56de\u78ba\u5b9f\u306b\u5b9f\u884c\u3059\u308b\u65b9\u6cd5\u304c\u308f\u304b\u3063\u3066\u3044\u308b\u3002<\/strong><\/td>\n<td colspan=\"1\" rowspan=\"1\"><strong>\u30eb\u30fc\u30eb\u30d9\u30fc\u30b9\u306e\u30ed\u30b8\u30c3\u30af\uff1a<\/strong> \ud83d\udd0e<br \/>\n<strong>\u6700\u7d42\u7684\u306a\u76ee\u6a19\u306f\u308f\u304b\u3063\u3066\u3044\u308b\u304c\u3001\u305d\u308c\u3092\u9054\u6210\u3059\u308b\u65b9\u6cd5\u304c\u8907\u6570\u5b58\u5728\u3059\u308b\u3002<\/strong><\/td>\n<td colspan=\"1\" rowspan=\"1\"><strong>\u6a5f\u68b0\u5b66\u7fd2\uff08ML\uff09\uff1a \ud83e\udde0<\/strong><br \/>\n<strong>\u6700\u7d42\u7684\u306a\u76ee\u6a19\u306f\u308f\u304b\u3063\u3066\u3044\u308b\u304c\u3001\u305d\u308c\u3092\u9054\u6210\u3059\u308b\u65b9\u6cd5\u304c\u6307\u6570\u95a2\u6570\u7684\u306b\u5897\u3048\u3066\u3044\u304f\u3002<br \/>\n<\/strong><\/td>\n<td colspan=\"1\" rowspan=\"1\"><strong>\u751f\u6210\u7cfbAI\uff1a<\/strong>\ud83c\udf10<\/strong><br \/>\n<strong>\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u3057\u305f\u3044\u5927\u304d\u306a\u76ee\u6a19\u304c\u3042\u308a\u3001\u305d\u308c\u3092\u81ea\u7531\u306b\u5b9f\u73fe\u3059\u308b\u3002<\/strong><\/td>\n<\/tr>\n<tr valign=\"top\">\n<td colspan=\"1\" rowspan=\"1\">\u30ea\u30dd\u30b8\u30c8\u30ea\u306b\u30d7\u30c3\u30b7\u30e5\u3055\u308c\u305f\u65b0\u3057\u3044\u30b3\u30fc\u30c9\u304c\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u4ed5\u69d8\u306b\u5f93\u3063\u3066\u3044\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3057\u3066\u304b\u3089\u3001\u30e1\u30a4\u30f3\u30d6\u30e9\u30f3\u30c1\u306b\u30de\u30fc\u30b8\u3059\u308b\u5834\u5408\u3001\u624b\u52d5\u3067\u30b3\u30fc\u30c9\u3092\u691c\u8a3c\u3059\u308b\u4ee3\u308f\u308a\u306b\u3001<a href=\"https:\/\/resources.github.com\/devops\/tools\/automation\/actions\/\" rel=\"noopener\" target=\"_blank\">GitHub Actions\u306a\u3069\u306eCI\/CD\u30c4\u30fc\u30eb<\/a>\u3092\u4f7f\u3063\u3066\u3001\u9078\u629e\u3057\u305f\u30a4\u30d9\u30f3\u30c8(\u30b3\u30df\u30c3\u30c8\u3084Pull Request\u306a\u3069)\u306e\u767a\u751f\u6642\u306b\u81ea\u52d5\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3092\u8d77\u52d5\u3057\u307e\u3059\u3002<\/td>\n<td colspan=\"1\" rowspan=\"1\">SQL\u30a4\u30f3\u30b8\u30a7\u30af\u30b7\u30e7\u30f3\u30d1\u30bf\u30fc\u30f3\u306e\u4e00\u90e8\u306f\u308f\u304b\u3063\u3066\u3044\u308b\u3082\u306e\u306e\u3001\u30b3\u30fc\u30c9\u3092\u624b\u52d5\u3067\u30b9\u30ad\u30e3\u30f3\u3059\u308b\u306b\u306f\u6642\u9593\u304c\u304b\u304b\u308b\u5834\u5408\u3001<a href=\"https:\/\/codeql.github.com\/\" rel=\"noopener\" target=\"_blank\">CodeQL<\/a>\u306a\u3069\u306e\u30c4\u30fc\u30eb\u3092\u4f7f\u3048\u3070\u3001\u30eb\u30fc\u30eb\u5316\u3055\u308c\u305f\u30b7\u30b9\u30c6\u30e0\u3092\u4f7f\u7528\u3057\u3066\u30b3\u30fc\u30c9\u306e\u5206\u985e\u3068\u30d1\u30bf\u30fc\u30f3\u306e\u691c\u51fa\u3092\u884c\u3046\u3053\u3068\u3067\u3001\u624b\u52d5\u4f5c\u696d\u306e\u5fc5\u8981\u304c\u306a\u304f\u306a\u308a\u307e\u3059\u3002<\/td>\n<td colspan=\"1\" rowspan=\"1\">Y\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u306e\u8106\u5f31\u6027\u3092\u5e38\u306b\u628a\u63e1\u3057\u3066\u304a\u304d\u305f\u304f\u3066\u3082\u3001SQL\u30a4\u30f3\u30b8\u30a7\u30af\u30b7\u30e7\u30f3\u306e\u30ea\u30b9\u30c8\u306f\u5897\u3048\u7d9a\u3051\u3066\u3044\u307e\u3059\u3002CodeQL\u306a\u3069\u3001ML\u30e2\u30c7\u30eb\u3092\u4f7f\u7528\u3059\u308b\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u30c4\u30fc\u30eb\u306f\u3001\u65e2\u77e5\u306e\u30a4\u30f3\u30b8\u30a7\u30af\u30b7\u30e7\u30f3\u3092\u691c\u51fa\u3059\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u305d\u306e\u30a4\u30f3\u30b8\u30a7\u30af\u30b7\u30e7\u30f3\u306b\u985e\u4f3c\u3057\u305f\u521d\u3081\u3066\u898b\u308b\u30d1\u30bf\u30fc\u30f3\u3082\u30c7\u30fc\u30bf\u304b\u3089\u691c\u51fa\u3059\u308b\u3088\u3046<a href=\"https:\/\/github.blog\/2022-02-17-leveraging-machine-learning-find-security-vulnerabilities\/\" rel=\"noopener\" target=\"_blank\">\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0<\/a>\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u78ba\u8a8d\u3055\u308c\u305f\u8106\u5f31\u6027\u306e\u8a8d\u8b58\u7387\u3092\u9ad8\u3081\u3001\u65b0\u305f\u306a\u8106\u5f31\u6027\u3092\u4e88\u6e2c\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/td>\n<td colspan=\"1\" rowspan=\"1\">\u751f\u6210\u7cfbAI\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u30c4\u30fc\u30eb\u306f\u3001ML\u3092\u6d3b\u7528\u3057\u3066\u65b0\u305f\u306a\u7b54\u3048\u3092\u751f\u6210\u3057\u3001\u30b3\u30fc\u30c9\u30b7\u30fc\u30b1\u30f3\u30b9\u3092\u4e88\u6e2c\u3057\u307e\u3059\u3002<a href=\"https:\/\/github.com\/features\/copilot\" rel=\"noopener\" target=\"_blank\">GitHub Copilot<\/a>\u306a\u3069\u306e\u30c4\u30fc\u30eb\u306f\u3001IDE\u304b\u3089\u5207\u308a\u66ff\u3048\u3066\u30dc\u30a4\u30e9\u30fc\u30d7\u30ec\u30fc\u30c8\u30b3\u30fc\u30c9\u3092\u8abf\u3079\u308b\u56de\u6570\u3092\u6e1b\u3089\u3057\u3001\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u306e\u30d6\u30ec\u30a4\u30f3\u30b9\u30c8\u30fc\u30df\u30f3\u30b0\u3092\u652f\u63f4\u3057\u307e\u3059\u3002\u751f\u6210\u7cfbAI\u306f\u3001\u958b\u767a\u8005\u306e\u5f79\u5272\u3092\u6697\u8a18\u578b\u306e\u8a18\u8ff0\u304b\u3089\u6226\u7565\u7684\u306a\u610f\u601d\u6c7a\u5b9a\u3078\u3068\u30b7\u30d5\u30c8\u3055\u305b\u3001\u3088\u308a\u9ad8\u5ea6\u304b\u3064\u62bd\u8c61\u7684\u306a\u30ec\u30d9\u30eb\u3067\u30b3\u30fc\u30c9\u3092\u691c\u8a0e\u3067\u304d\u308b\u3088\u3046\u652f\u63f4\u3057\u307e\u3059\u3002\u305d\u306e\u305f\u3081\u3001\u300c\u4f55\u300d\u3092\u958b\u767a\u3059\u308b\u304b\u306b\u96c6\u4e2d\u3057\u3001\u300c\u3069\u306e\u3088\u3046\u306b\u300d\u958b\u767a\u3059\u308b\u304b\u306b\u3064\u3044\u3066\u60a9\u3080\u6642\u9593\u3092\u6e1b\u3089\u3059\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<aside class=\"p-4 p-md-6 post-aside--large\" style=\"background-color: #F5F8FA;\">\n<p style=\"font-weight:bold;\">\u751f\u6210\u7cfbAI\u306e\u8a73\u7d30\u60c5\u5831<\/p>\n<p>\u4e00\u822c\u7684\u306a\u751f\u6210\u7cfbAI\u30e2\u30c7\u30eb\u304b\u3089\u30b3\u30fc\u30c9\u3092\u8d8a\u3048\u305f\u305d\u306e\u5fdc\u7528(\u30b2\u30fc\u30e0\u3001\u91d1\u878d\u3001\u533b\u7642\u306a\u3069)\u306b\u3064\u3044\u3066\u306f\u3001<a href=\"https:\/\/github.blog\/jp\/2023-04-25-what-developers-need-to-know-about-generative-ai\/\" rel=\"noopener\" target=\"_blank\">\u3053\u3061\u3089<\/a>\u306e\u8a18\u4e8b\u3092\u3054\u89a7\u304f\u3060\u3055\u3044\u3002<br \/>\n<\/aside>\n<h2 id=\"%e7%94%9f%e6%88%90%e7%b3%bbai%e3%82%b3%e3%83%bc%e3%83%87%e3%82%a3%e3%83%b3%e3%82%b0%e3%83%84%e3%83%bc%e3%83%ab%e3%81%ae%e8%a8%ad%e8%a8%88%e3%81%a8%e6%a7%8b%e7%af%89\">\u751f\u6210\u7cfbAI\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u30c4\u30fc\u30eb\u306e\u8a2d\u8a08\u3068\u69cb\u7bc9<a href=\"#%e7%94%9f%e6%88%90%e7%b3%bbai%e3%82%b3%e3%83%bc%e3%83%87%e3%82%a3%e3%83%b3%e3%82%b0%e3%83%84%e3%83%bc%e3%83%ab%e3%81%ae%e8%a8%ad%e8%a8%88%e3%81%a8%e6%a7%8b%e7%af%89\" class=\"heading-link\" aria-label=\"\u751f\u6210\u7cfbAI\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u30c4\u30fc\u30eb\u306e\u8a2d\u8a08\u3068\u69cb\u7bc9\" data-anchorjs-icon=\"#\" style=\"padding-left: 0.375em;\"><\/a><\/h2>\n<p>\u751f\u6210\u7cfbAI\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u30c4\u30fc\u30eb\u3092\u958b\u767a\u3059\u308b\u306b\u306f\u3001\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306b\u3088\u3063\u3066\u3001\u69d8\u3005\u306a\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u306e\u5927\u91cf\u306e\u30b3\u30fc\u30c9\u3067AI\u30e2\u30c7\u30eb\u3092\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059(\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u3068\u306f\u3001\u9650\u3089\u308c\u305f\u30ac\u30a4\u30c0\u30f3\u30b9\u3067\u30d1\u30bf\u30fc\u30f3\u3092\u8a8d\u8b58\u3057\u3001\u7d50\u5408\u3055\u305b\u3001\u63a8\u8ad6\u3092\u884c\u3046\u3053\u3068\u3067\u3001\u79c1\u305f\u3061\u3068\u540c\u3058\u3088\u3046\u306b\u30c7\u30fc\u30bf\u3092\u51e6\u7406\u3059\u308b\u3088\u3046\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30fc\u3092\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3059\u308b\u624b\u6cd5\u3067\u3059)\u3002<\/p>\n<p>\u3053\u308c\u3089\u306eAI\u30e2\u30c7\u30eb\u3067\u306f\u3001\u4eba\u9593\u304c\u30d1\u30bf\u30fc\u30f3\u3092\u5b66\u7fd2\u3059\u308b\u65b9\u6cd5\u3092\u6a21\u5023\u3059\u308b\u305f\u3081\u306b\u3001\u5e83\u5927\u306a\u30ce\u30fc\u30c9\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002\u5165\u529b\u30c7\u30fc\u30bf\u3092\u51e6\u7406\u3057\u3001\u91cd\u307f\u3092\u7b97\u51fa\u3059\u308b\u30ce\u30fc\u30c9\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306f\u3001\u30cb\u30e5\u30fc\u30ed\u30f3\u306e\u3088\u3046\u306b\u6a5f\u80fd\u3059\u308b\u3088\u3046\u8a2d\u8a08\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u3067\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3055\u308c\u3066\u6709\u7528\u306a\u30b3\u30fc\u30c9\u3092\u751f\u6210\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u3063\u305fAI\u30e2\u30c7\u30eb\u306f\u3001\u30c4\u30fc\u30eb\u3084\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u7d44\u307f\u8fbc\u307e\u308c\u307e\u3059\u3002\u30b3\u30fc\u30c9\u30a8\u30c7\u30a3\u30bf\u30fc\u3084IDE\u306b\u7d44\u307f\u8fbc\u3080\u3068\u3001\u81ea\u7136\u8a00\u8a9e\u30d7\u30ed\u30f3\u30d7\u30c8\u3084\u30b3\u30fc\u30c9\u306b\u5fdc\u3058\u3066\u3001\u65b0\u3057\u3044\u30b3\u30fc\u30c9\u3001\u95a2\u6570\u3001\u30d5\u30ec\u30fc\u30ba\u3092\u63d0\u6848\u3057\u307e\u3059\u3002<\/p>\n<aside class=\"p-4 p-md-6 post-aside--large\" style=\"background-color: #F5F8FA;\">\n<p style=\"font-weight:bold;\">\u751f\u6210\u7cfbAI\u306e\u6d3b\u7528\u304c\u3001\u958b\u767a\u8005\u306b\u3088\u308a\u5927\u304d\u306a\u4fa1\u5024\u304c\u3042\u308b\u554f\u984c\u3078\u306e\u53d6\u308a\u7d44\u307f\u3092\u53ef\u80fd\u306b<\/p>\n<p>\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u306b\u95a2\u3057\u3066\u8a00\u3048\u3070\u3001\u3053\u3046\u3057\u305f\u30e2\u30c7\u30eb\u306f\u307e\u3060\u521d\u671f\u6bb5\u968e\u3067\u3059\u304c\u30012\u5e74\u524d\u306bGitHub Copilot\u3092\u30ea\u30ea\u30fc\u30b9\u3057\u3066\u4ee5\u6765\u3001\u5927\u304d\u306a\u6210\u679c\u304c\u4e0a\u304c\u3063\u3066\u3044\u307e\u3059\u3002\u3042\u308b\u8abf\u67fb\u3067\u306f\u3001<a href=\"https:\/\/github.blog\/2022-09-07-research-quantifying-github-copilots-impact-on-developer-productivity-and-happiness\/\" rel=\"noopener\" target=\"_blank\">GitHub Copilot\u3092\u4f7f\u7528\u3057\u305f\u958b\u767a\u8005\u306f\u751f\u7523\u6027\u304c88%\u5411\u4e0a\u3057\u305f\u3068\u611f\u3058\u3066\u3044\u308b<\/a>\u3068\u5831\u544a\u3055\u308c\u307e\u3057\u305f\u3002\u307e\u305f\u3001GitHub Copilot\u3092\u4f7f\u3063\u305f\u958b\u767a\u8005\u306f\u3001\u4f7f\u308f\u306a\u304b\u3063\u305f\u958b\u767a\u8005\u3088\u308a\u3082\u6700\u592755%\u901f\u304f\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u3067\u304d\u305f\u3068\u3044\u3046\u5b9a\u91cf\u7684\u306a\u8abf\u67fb\u7d50\u679c\u3082\u51fa\u3066\u3044\u307e\u3059\u3002<br \/>\n<\/aside>\n<p>\u751f\u6210\u7cfbAI\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u30c4\u30fc\u30eb\u306e\u958b\u767a\u65b9\u6cd5\u306b\u3064\u3044\u3066\u8aac\u660e\u3059\u308b\u524d\u306b\u3001\u307e\u305a\u751f\u6210\u7cfbAI\u3068\u306f\u4f55\u304b\u3092\u5b9a\u7fa9\u3057\u307e\u3057\u3087\u3046\u3002\u751f\u6210\u7cfbAI\u306f\u3001\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb(LLM)\u304b\u3089\u59cb\u307e\u308a\u307e\u3059\u3002LLM\u306f\u3001\u5927\u91cf\u306e\u30b3\u30fc\u30c9\u3068\u4eba\u9593\u306e\u8a00\u8a9e\u3067\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3057\u305f\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u30bb\u30c3\u30c8\u3067\u3059\u3002\u524d\u8ff0\u306e\u901a\u308a\u3001\u751f\u6210\u7cfbAI\u306f\u3001\u65e2\u5b58\u306e\u30b3\u30fc\u30c9\u3084\u81ea\u7136\u8a00\u8a9e\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u4f7f\u7528\u3057\u3066\u30b3\u30fc\u30c9\u30b7\u30fc\u30b1\u30f3\u30b9\u3092\u4e88\u6e2c\u3057\u3001\u65b0\u3057\u3044\u30b3\u30f3\u30c6\u30f3\u30c4\u3092\u751f\u6210\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u73fe\u5728\u306e\u6700\u5148\u7aef\u306eLLM\u306fTransformer\u3067\u3059\u3002\u3064\u307e\u308a\u3001Attention\u6a5f\u69cb\u3068\u547c\u3070\u308c\u308b\u3082\u306e\u3092\u4f7f\u3063\u3066\u3001\u30e6\u30fc\u30b6\u306e\u5165\u529b\u306b\u542b\u307e\u308c\u308b\u69d8\u3005\u306a\u30c8\u30fc\u30af\u30f3\u3068\u3001\u30e2\u30c7\u30eb\u304c\u65e2\u306b\u751f\u6210\u3057\u305f\u51fa\u529b\u306e\u9593\u3092\u67d4\u8edf\u306b\u95a2\u9023\u4ed8\u3051\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u70b9\u3068\u70b9\u3092\u3064\u306a\u3050\u3053\u3068\u3084\u5927\u5c40\u7684\u306a\u601d\u8003\u3092\u5f97\u610f\u3068\u3059\u308bLLM\u306f\u3001\u5f93\u6765\u306eAI\u30e2\u30c7\u30eb\u3088\u308a\u3082\u6587\u8108\u306b\u5373\u3057\u305f\u56de\u7b54\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u3053\u3053\u3067\u3001Transformer\u306e\u4ed5\u7d44\u307f\u306e\u4f8b\u3092\u3054\u7d39\u4ecb\u3057\u307e\u3059\u3002\u4eee\u306b\u3001\u30b3\u30fc\u30c9\u306e\u4e2d\u306blog\u3068\u3044\u3046\u5358\u8a9e\u304c\u3042\u3063\u305f\u3068\u3057\u307e\u3059\u3002\u305d\u306e\u5834\u6240\u306b\u3042\u308bTransformer\u30ce\u30fc\u30c9\u306f\u3001Attention\u6a5f\u69cb\u3092\u4f7f\u3063\u3066\u6b21\u306b\u3069\u306e\u3088\u3046\u306a\u7a2e\u985e\u306elog\u304c\u6765\u308b\u304b\u3092\u6587\u8108\u7684\u306b\u4e88\u6e2c\u3057\u307e\u3059\u3002<br \/>\n\u305f\u3068\u3048\u3070\u4e0b\u306e\u4f8b\u3067\u306f\u3001<code style=\"background-color:#eef2ff;\">from math import log<\/code>\u3068\u5165\u529b\u3057\u3066\u3044\u307e\u3059\u3002\u751f\u6210\u7cfbAI\u30e2\u30c7\u30eb\u306f\u3001\u3053\u308c\u306f\u5bfe\u6570\u95a2\u6570\u3092\u610f\u5473\u3057\u3066\u3044\u308b\u3068\u63a8\u8ad6\u3057\u307e\u3059\u3002<\/p>\n<p><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" src=\"https:\/\/github.blog\/jp\/wp-content\/uploads\/sites\/2\/2023\/06\/from-math.gif?w=600&#038;resize=600%2C378\" alt=\"\" width=\"600\" height=\"378\" class=\"alignnone size-large wp-image-4067\" \/><br \/>\n\u307e\u305f\u3001<code style=\"background-color:#eef2ff;\">from logging import log\u3068<\/code>\u3044\u3046\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u8ffd\u52a0\u3059\u308b\u3068\u3001\u30ed\u30b0\u95a2\u6570\u3092\u4f7f\u7528\u3057\u3066\u3044\u308b\u3068\u63a8\u8ad6\u3057\u307e\u3059\u3002<\/p>\n<p><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" src=\"https:\/\/github.blog\/jp\/wp-content\/uploads\/sites\/2\/2023\/06\/from-log.gif?w=600&#038;resize=600%2C378\" alt=\"\" width=\"600\" height=\"378\" class=\"alignnone size-large wp-image-4066\" \/><br \/>\n\u3042\u308b\u3044\u306f\u3001\u305f\u3060\u306e\u30ed\u30b0\u3067\u3057\u304b\u306a\u3044\u5834\u5408\u3082\u3042\u308a\u307e\u3059\u3002<\/p>\n<p><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" src=\"https:\/\/github.blog\/jp\/wp-content\/uploads\/sites\/2\/2023\/06\/just-a-log.gif?w=600&#038;resize=600%2C378\" alt=\"\" width=\"600\" height=\"378\" class=\"alignnone size-large wp-image-4068\" \/><\/p>\n<p>LLM\u306fTransformer\u4ee5\u5916\u306b\u3082\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u4f7f\u3063\u3066\u69cb\u7bc9\u3067\u304d\u307e\u3059\u3002\u305f\u3060\u3057\u3001\u518d\u5e30\u578b\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3084\u9577\u30fb\u77ed\u671f\u8a18\u61b6\u306e\u3088\u3046\u306a\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u304c\u4f7f\u308f\u308c\u3066\u3044\u308bLLM\u306f\u3001\u9577\u6587\u3084\u6bb5\u843d\u306e\u51e6\u7406\u306b\u9577\u3051\u3066\u3044\u307e\u305b\u3093\u3002\u307e\u305f\u3001\u901a\u5e38\u306f\u30e9\u30d9\u30eb\u4ed8\u304d\u30c7\u30fc\u30bf\u3067\u306e\u5b66\u7fd2\u304c\u5fc5\u8981\u3068\u306a\u308a\u307e\u3059(\u5b66\u7fd2\u306b\u52b4\u529b\u304c\u304b\u304b\u308a\u307e\u3059)\u3002\u305d\u306e\u305f\u3081\u3001\u51fa\u529b\u306e\u8907\u96d1\u3055\u3084\u95a2\u9023\u6027\u3001\u5b66\u7fd2\u3067\u304d\u308b\u30c7\u30fc\u30bf\u304c\u5236\u9650\u3055\u308c\u307e\u3059\u3002<\/p>\n<p>\u4e00\u65b9\u3001Transformer LLM\u306f\u3001\u30e9\u30d9\u30eb\u306a\u3057\u30c7\u30fc\u30bf\u3067\u81ea\u5df1\u5b66\u7fd2\u304c\u53ef\u80fd\u3067\u3059\u3002\u57fa\u672c\u7684\u306a\u5b66\u7fd2\u76ee\u6a19\u304c\u4e0e\u3048\u3089\u308c\u308b\u3068\u3001LLM\u306f\u65b0\u3057\u3044\u5165\u529b\u30c7\u30fc\u30bf\u306e\u4e00\u90e8\u3092\u53d6\u308a\u51fa\u3057\u3001\u5b66\u7fd2\u76ee\u6a19\u3092\u9054\u6210\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3057\u307e\u3059\u3002\u5165\u529b\u30c7\u30fc\u30bf\u306e\u4e00\u90e8\u3067\u5b66\u7fd2\u76ee\u6a19\u3092\u9054\u6210\u3059\u308b\u3068\u3001\u5b66\u7fd2\u3057\u305f\u3053\u3068\u3092\u5fdc\u7528\u3057\u3066\u6b8b\u308a\u306e\u5165\u529b\u30c7\u30fc\u30bf\u3092\u7406\u89e3\u3057\u307e\u3059\u3002\u3053\u306e\u300c\u81ea\u5df1\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u300d\u30d7\u30ed\u30bb\u30b9\u306b\u3088\u3063\u3066\u3001Transformer LLM\u306f\u5927\u91cf\u306e\u30e9\u30d9\u30eb\u306a\u3057\u30c7\u30fc\u30bf\u3092\u5206\u6790\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002LLM\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306b\u4f7f\u3046\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u304c\u5927\u304d\u3051\u308c\u3070\u5927\u304d\u3044\u307b\u3069\u3001\u305d\u306e\u30c7\u30fc\u30bf\u3092\u51e6\u7406\u3059\u308b\u3053\u3068\u3067\u3088\u308a\u898f\u6a21\u304c\u5927\u304d\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n<h2 id=\"%e9%96%8b%e7%99%ba%e8%80%85%e3%81%8ctransformer%e3%81%a8%e5%a4%a7%e8%a6%8f%e6%a8%a1%e8%a8%80%e8%aa%9e%e3%83%a2%e3%83%87%e3%83%ab%ef%bc%88llm%ef%bc%89%e3%81%ab%e3%81%93%e3%81%a0%e3%82%8f%e3%82%8b\">\u958b\u767a\u8005\u304cTransformer\u3068\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u306b\u3053\u3060\u308f\u308b\u3079\u304d\u7406\u7531<a href=\"#%e9%96%8b%e7%99%ba%e8%80%85%e3%81%8ctransformer%e3%81%a8%e5%a4%a7%e8%a6%8f%e6%a8%a1%e8%a8%80%e8%aa%9e%e3%83%a2%e3%83%87%e3%83%ab%ef%bc%88llm%ef%bc%89%e3%81%ab%e3%81%93%e3%81%a0%e3%82%8f%e3%82%8b\" class=\"heading-link\" aria-label=\"\u958b\u767a\u8005\u304cTransformer\u3068\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u306b\u3053\u3060\u308f\u308b\u3079\u304d\u7406\u7531\" data-anchorjs-icon=\"#\" style=\"padding-left: 0.375em;\"><\/a><\/h2>\n<p>OpenAI\u306eGPT-3\u3001GPT-4\u3001Codex\u30e2\u30c7\u30eb\u306e\u3088\u3046\u306aLLM\u306f\u3001\u81a8\u5927\u306a\u91cf\u306e\u81ea\u7136\u8a00\u8a9e\u30c7\u30fc\u30bf\u3068\u516c\u958b\u3055\u308c\u3066\u3044\u308b\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u3067\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u30e2\u30c7\u30eb\u3092\u30d9\u30fc\u30b9\u306b\u4f5c\u3089\u308c\u305fChatGPT\u3084<a href=\"https:\/\/github.com\/features\/copilot\/\" rel=\"noopener\" target=\"_blank\">GitHub Copilot<\/a>\u306a\u3069\u306e\u30c4\u30fc\u30eb\u304c\u3001\u6587\u8108\u306b\u5373\u3057\u305f\u6b63\u78ba\u306a\u51fa\u529b\u3092\u751f\u6210\u3067\u304d\u308b\u7406\u7531\u306e\u4e00\u90e8\u306f\u3053\u3053\u306b\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>GitHub Copilot\u306e\u30b3\u30fc\u30c9\u63d0\u6848\u306e\u4ed5\u7d44\u307f\u3092\u3054\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n<ul>\n<li>\u3053\u308c\u307e\u3067\u306b\u66f8\u304b\u308c\u305f\u30b3\u30fc\u30c9\u3084IDE\u3067\u30ab\u30fc\u30bd\u30eb\u306e\u524d\u306b\u4f4d\u7f6e\u3059\u308b\u30b3\u30fc\u30c9\u306f\u3059\u3079\u3066\u3001\u4e00\u9023\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306b\u5165\u529b\u3055\u308c\u3001GitHub Copilot\u306b\u3088\u308b\u51e6\u7406\u5bfe\u8c61\u3068\u306a\u308b\u90e8\u5206\u304c\u6c7a\u3081\u3089\u308c\u307e\u3059\u3002<\/li>\n<li>GitHub Copilot\u306fTransformer\u30d9\u30fc\u30b9\u306eLLM\u3092\u4f7f\u7528\u3057\u3066\u3044\u308b\u305f\u3081\u3001\u5b66\u7fd2\u30c7\u30fc\u30bf\u304b\u3089\u62bd\u51fa\u3057\u305f\u30d1\u30bf\u30fc\u30f3\u3092\u3001\u5165\u529b\u3055\u308c\u305f\u30b3\u30fc\u30c9\u306b\u9069\u7528\u3057\u307e\u3059\u3002<\/li>\n<li>\u305d\u306e\u7d50\u679c\u3001\u6587\u8108\u306b\u5373\u3057\u305f\u72ec\u81ea\u306e\u30b3\u30fc\u30c9\u304c\u63d0\u6848\u3055\u308c\u307e\u3059\u3002<a href=\"https:\/\/github.blog\/2023-02-14-github-copilot-now-has-a-better-ai-model-and-new-capabilities\/\" rel=\"noopener\" target=\"_blank\">GitHub Copilot\u306f\u3001\u65e2\u77e5\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u306e\u8106\u5f31\u6027\u3001\u8106\u5f31\u306a\u30b3\u30fc\u30c9\u30d1\u30bf\u30fc\u30f3\u3001\u4ed6\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3068\u4e00\u81f4\u3059\u308b\u30b3\u30fc\u30c9\u306a\u3069\u3092\u9664\u5916<\/a>\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ul>\n<p><strong>\u30dd\u30a4\u30f3\u30c8\uff1a<\/strong>\u30c6\u30ad\u30b9\u30c8\u3001\u30b3\u30fc\u30c9\u3001\u753b\u50cf\u306a\u3069\u65b0\u3057\u3044\u30b3\u30f3\u30c6\u30f3\u30c4\u3092\u5236\u4f5c\u304c\u3001\u751f\u6210\u7cfbAI\u306e\u6838\u3068\u306a\u308b\u3082\u306e\u3067\u3059\u3002LLM\u304c\u5f97\u610f\u3068\u3059\u308b\u306e\u306f\u3001\u5b66\u7fd2\u30c7\u30fc\u30bf\u304b\u3089\u30d1\u30bf\u30fc\u30f3\u3092\u62bd\u51fa\u3057\u3066\u65e2\u5b58\u306e\u8a00\u8a9e\u306b\u9069\u7528\u3057\u3001\u305d\u306e\u30d1\u30bf\u30fc\u30f3\u306b\u6cbf\u3063\u305f\u8a00\u8a9e\u3084\u30b3\u30fc\u30c9\u3092\u751f\u6210\u3059\u308b\u3053\u3068\u3067\u3059\u304c\u3001LLM\u306e\u898f\u6a21\u304c\u975e\u5e38\u306b\u5927\u304d\u3051\u308c\u3070\u3001\u307e\u3060\u5b58\u5728\u3057\u306a\u3044\u8a00\u8a9e\u3084\u30b3\u30fc\u30c9\u30b7\u30fc\u30b1\u30f3\u30b9\u3092\u751f\u6210\u3059\u308b\u53ef\u80fd\u6027\u3082\u3042\u308a\u307e\u3059\u3002\u540c\u50da\u306e\u30b3\u30fc\u30c9\u3092\u30ec\u30d3\u30e5\u30fc\u3059\u308b\u306e\u3068\u540c\u69d8\u306b\u3001AI\u304c\u751f\u6210\u3057\u305f\u30b3\u30fc\u30c9\u3082\u8a55\u4fa1\u3001\u691c\u8a3c\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<h3 id=\"ai%e3%82%b3%e3%83%bc%e3%83%87%e3%82%a3%e3%83%b3%e3%82%b0%e3%83%84%e3%83%bc%e3%83%ab%e3%81%ab%e3%81%a8%e3%81%a3%e3%81%a6%e6%96%87%e8%84%88%e3%81%8c%e9%87%8d%e8%a6%81%e3%81%a7%e3%81%82%e3%82%8b%e7%90%86\">AI\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u30c4\u30fc\u30eb\u306b\u3068\u3063\u3066\u6587\u8108\u304c\u91cd\u8981\u3067\u3042\u308b\u7406\u7531<a href=\"#ai%e3%82%b3%e3%83%bc%e3%83%87%e3%82%a3%e3%83%b3%e3%82%b0%e3%83%84%e3%83%bc%e3%83%ab%e3%81%ab%e3%81%a8%e3%81%a3%e3%81%a6%e6%96%87%e8%84%88%e3%81%8c%e9%87%8d%e8%a6%81%e3%81%a7%e3%81%82%e3%82%8b%e7%90%86\" class=\"heading-link\" aria-label=\"AI\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u30c4\u30fc\u30eb\u306b\u3068\u3063\u3066\u6587\u8108\u304c\u91cd\u8981\u3067\u3042\u308b\u7406\u7531\" data-anchorjs-icon=\"#\" style=\"padding-left: 0.375em;\"><\/a><\/h3>\n<p>\u30b3\u30fc\u30c9\u306f\u3001\u3059\u3079\u3066\u306eTransformer\u30d9\u30fc\u30b9\u306eLLM\u306b\u5b58\u5728\u3059\u308b\u300c\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u30a6\u30a3\u30f3\u30c9\u30a6\u300d\u304b\u3089\u5165\u529b\u304c\u5fc5\u8981\u306a\u305f\u3081\u3001<a href=\"https:\/\/dev.to\/github\/a-beginners-guide-to-prompt-engineering-with-github-copilot-3ibp\" rel=\"noopener\" target=\"_blank\">\u512a\u308c\u305f\u30d7\u30ed\u30f3\u30d7\u30c8\u4f5c\u6210\u30c6\u30af\u30cb\u30c3\u30af\u3092\u8eab\u306b\u4ed8\u3051\u308b<\/a>\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u30a6\u30a3\u30f3\u30c9\u30a6\u306f\u3001LLM\u304c\u51e6\u7406\u3067\u304d\u308b\u30c7\u30fc\u30bf\u91cf\u3092\u8868\u3057\u305f\u3082\u306e\u3067\u3059\u3002\u7121\u9650\u306e\u91cf\u306e\u30c7\u30fc\u30bf\u3092\u51e6\u7406\u3059\u308b\u3053\u3068\u306f\u3067\u304d\u307e\u305b\u3093\u304c\u3001\u62e1\u5927\u3059\u308b\u3053\u3068\u306f\u53ef\u80fd\u3067\u3059\u3002\u73fe\u5728\u3001Codex\u30e2\u30c7\u30eb\u306f\u3001\u6570\u767e\u30b9\u30c6\u30c3\u30d7\u3082\u306e\u30b3\u30fc\u30c9\u3092\u51e6\u7406\u3067\u304d\u308b\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u30a6\u30a3\u30f3\u30c9\u30a6\u3092\u5099\u3048\u3066\u304a\u308a\u3001\u30b3\u30fc\u30c9\u88dc\u5b8c\u3084\u30b3\u30fc\u30c9\u5909\u66f4\u306e\u8981\u7d04\u3068\u3044\u3063\u305f\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u4f5c\u696d\u306f\u65e2\u306b\u9ad8\u5ea6\u5316\u3068\u9ad8\u901f\u5316\u304c\u9032\u3093\u3067\u3044\u307e\u3059\u3002<\/p>\n<p>\u30b3\u30fc\u30c9\u306b\u6587\u8108\u60c5\u5831\u3092\u6dfb\u3048\u308b\u306b\u306f\u3001Pull Request\u306e\u8a73\u7d30\u3001\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u5185\u306e\u30d5\u30a9\u30eb\u30c0\u30fc\u3001\u30aa\u30fc\u30d7\u30f3\u306aIssue\u306a\u3069\u3001\u591a\u304f\u306e\u60c5\u5831\u3092\u7528\u3044\u307e\u3059\u3002\u305d\u306e\u305f\u3081\u3001\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u30a6\u30a3\u30f3\u30c9\u30a6\u304c\u9650\u3089\u308c\u3066\u3044\u308b\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u30c4\u30fc\u30eb\u306b\u95a2\u3057\u3066\u306f\u3001\u30b3\u30fc\u30c9\u306b\u52a0\u3048\u3066\u3069\u306e\u3088\u3046\u306a\u30c7\u30fc\u30bf\u304c\u6700\u826f\u306e\u63d0\u6848\u306b\u3064\u306a\u304c\u308b\u304b\u3092\u898b\u6975\u3081\u308b\u3053\u3068\u304c\u8ab2\u984c\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>\u30c7\u30fc\u30bf\u306e\u9806\u5e8f\u3082\u3001\u30e2\u30c7\u30eb\u306e\u6587\u8108\u7406\u89e3\u306b\u5f71\u97ff\u3057\u307e\u3059\u3002\u6700\u8fd1\u3001GitHub\u306f\u30da\u30a2\u30d7\u30ed\u30b0\u30e9\u30de\u30fc\u3092\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8\u3057\u3001\u30ab\u30fc\u30bd\u30eb\u306e\u76f4\u524d\u306e\u30b3\u30fc\u30c9\u3060\u3051\u3067\u306f\u306a\u304f\u3001\u30ab\u30fc\u30bd\u30eb\u306e\u5f8c\u306e\u30b3\u30fc\u30c9\u306e\u4e00\u90e8\u3082\u8003\u616e\u3059\u308b\u3088\u3046\u306b\u3057\u307e\u3057\u305f\u3002\u3053\u306e\u30d1\u30e9\u30c0\u30a4\u30e0\u306f<a href=\"https:\/\/github.blog\/2023-02-14-github-copilot-now-has-a-better-ai-model-and-new-capabilities\/\" rel=\"noopener\" target=\"_blank\">Fill-In-the-Middle<\/a> (FIM)\u3068\u8a00\u3044\u3001\u30b3\u30fc\u30c9\u306e\u4e2d\u306bGitHub Copilot\u304c\u57cb\u3081\u3089\u308c\u308b\u9699\u9593\u3092\u4f5c\u308a\u3001\u958b\u767a\u8005\u306e\u610f\u56f3\u3059\u308b\u30b3\u30fc\u30c9\u3068\u30d7\u30ed\u30b0\u30e9\u30e0\u306e\u6b8b\u308a\u306e\u90e8\u5206\u3068\u306e\u6574\u5408\u6027\u306b\u3064\u3044\u3066\u3001\u3088\u308a\u591a\u304f\u306e\u6587\u8108\u3092\u30c4\u30fc\u30eb\u306b\u63d0\u4f9b\u3057\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u3055\u3089\u306b\u9045\u5ef6\u3092\u751f\u3058\u3055\u305b\u308b\u3053\u3068\u306a\u304f\u3001\u8cea\u306e\u9ad8\u3044\u30b3\u30fc\u30c9\u63d0\u6848\u3092\u751f\u6210\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u6620\u50cf\u3067\u30b3\u30fc\u30c9\u3092\u6587\u8108\u5316\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30ebLLM (MMLLM)\u306f\u3001\u30c6\u30ad\u30b9\u30c8\u3060\u3051\u3067\u306a\u304f\u753b\u50cf\u3084\u52d5\u753b\u3082\u51e6\u7406\u3067\u304d\u308b\u3088\u3046\u306b\u3001Transformer LLM\u3092\u62e1\u5f35\u3057\u307e\u3059\u3002OpenAI\u306f\u6700\u8fd1\u3001\u65b0\u3057\u3044<a href=\"https:\/\/openai.com\/product\/gpt-4\" rel=\"noopener\" target=\"_blank\">GPT-4\u30e2\u30c7\u30eb<\/a>\u3092\u30ea\u30ea\u30fc\u30b9\u3057\u3001Microsoft\u306f\u3001<a href=\"https:\/\/arxiv.org\/abs\/2302.14045\" rel=\"noopener\" target=\"_blank\">Kosmos-1<\/a>\u3068\u3044\u3046\u72ec\u81ea\u306eMMLLM\u3092\u516c\u958b\u3057\u307e\u3057\u305f\u3002\u3053\u308c\u3089\u306e\u30e2\u30c7\u30eb\u306f\u3001\u4ee3\u66ff\u30c6\u30ad\u30b9\u30c8\u3068\u753b\u50cf\u3001\u753b\u50cf\u3068\u5b57\u5e55\u306e\u30da\u30a2\u3001\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u306a\u3069\u3001\u81ea\u7136\u8a00\u8a9e\u3068\u753b\u50cf\u306b\u5bfe\u5fdc\u3059\u308b\u3088\u3046\u8a2d\u8a08\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>GitHub\u306e\u30b7\u30cb\u30a2\u30c7\u30d9\u30ed\u30c3\u30d1\u30fc\u30a2\u30c9\u30dc\u30b1\u30a4\u30c8\u3067\u3042\u308bChristina Warren\u304c\u3001GPT-4\u306e\u6700\u65b0\u60c5\u5831\u3068\u958b\u767a\u8005\u306b\u3082\u305f\u3089\u3059\u5275\u9020\u7684\u306a\u53ef\u80fd\u6027\u3092\u7d39\u4ecb\u3057\u3066\u3044\u307e\u3059\u306e\u3067\u3001\u3054\u89a7\u304f\u3060\u3055\u3044\u3002<\/p>\n<p><iframe loading=\"lazy\" width=\"560\" height=\"315\" src=\"https:\/\/www.youtube.com\/embed\/qcu05spRv1c\" title=\"YouTube video player\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" allowfullscreen><\/iframe><\/p>\n<div class=\"content-table-wrap\">\n<table style=\"border: 1px black\">\n<tbody>\n<tr>\n<td colspan=\"1\" rowspan=\"1\"><a href=\"https:\/\/githubnext.com\/\" rel=\"noopener\" target=\"_blank\">GitHub Next<\/a>\u306e\u7814\u7a76\u958b\u767a\u30c1\u30fc\u30e0\u306f\u3001<a href=\"https:\/\/github.com\/features\/preview\/copilot-x\" rel=\"noopener\" target=\"_blank\">GitHub Copilot X<\/a>\u3067AI\u3092\u30a8\u30c7\u30a3\u30bf\u30fc\u4ee5\u4e0a\u306e\u3082\u306e\u306b\u3057\u3088\u3046\u3068\u53d6\u308a\u7d44\u3093\u3067\u3044\u307e\u3059\u3002\u3053\u306e\u65b0\u3057\u3044\u30d3\u30b8\u30e7\u30f3\u3067\u306f\u3001AI\u3092\u6d3b\u7528\u3057\u305f\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u958b\u767a\u306e\u672a\u6765\u3092\u898b\u636e\u3048\u3066\u3001OpenAI\u306e\u65b0\u3057\u3044GPT-4\u30e2\u30c7\u30eb\u3092\u63a1\u7528\u3057\u305f\u3060\u3051\u3067\u306a\u304f\u3001\u30c1\u30e3\u30c3\u30c8\u3068\u97f3\u58f0\u6a5f\u80fd\u3092\u5c0e\u5165\u3057\u3001Pull Request\u3001\u30b3\u30de\u30f3\u30c9\u30e9\u30a4\u30f3\u3001\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306bGitHub Copilot\u3092\u7d44\u307f\u8fbc\u3093\u3067\u3044\u307e\u3059\u3002<a href=\"https:\/\/github.blog\/2023-03-22-github-copilot-x-the-ai-powered-developer-experience\/\" rel=\"noopener\" target=\"_blank\">AI\u3092\u6d3b\u7528\u3057\u305f\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u958b\u767a\u306e\u672a\u6765\u306b\u5bfe\u3059\u308b\u8abf\u67fb\u306f\u3053\u3061\u3089 ><\/a><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<h2 id=\"%e9%96%8b%e7%99%ba%e8%80%85%e3%81%ab%e3%82%88%e3%82%8b%e7%94%9f%e6%88%90%e7%b3%bbai%e3%82%b3%e3%83%bc%e3%83%87%e3%82%a3%e3%83%b3%e3%82%b0%e3%83%84%e3%83%bc%e3%83%ab%e3%81%ae%e6%b4%bb%e7%94%a8%e6%b3%95\">\u958b\u767a\u8005\u306b\u3088\u308b\u751f\u6210\u7cfbAI\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u30c4\u30fc\u30eb\u306e\u6d3b\u7528\u6cd5<a href=\"#%e9%96%8b%e7%99%ba%e8%80%85%e3%81%ab%e3%82%88%e3%82%8b%e7%94%9f%e6%88%90%e7%b3%bbai%e3%82%b3%e3%83%bc%e3%83%87%e3%82%a3%e3%83%b3%e3%82%b0%e3%83%84%e3%83%bc%e3%83%ab%e3%81%ae%e6%b4%bb%e7%94%a8%e6%b3%95\" class=\"heading-link\" aria-label=\"\u958b\u767a\u8005\u306b\u3088\u308b\u751f\u6210\u7cfbAI\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u30c4\u30fc\u30eb\u306e\u6d3b\u7528\u6cd5\" data-anchorjs-icon=\"#\" style=\"padding-left: 0.375em;\"><\/a><\/h2>\n<p>\u751f\u6210\u7cfbAI\u306e\u5206\u91ce\u3067\u306f\u3001\u7a4d\u6975\u7684\u306a\u5b9f\u9a13\u3068\u63a2\u6c42\u3092\u901a\u3058\u3066\u3001\u3053\u306e\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u304c\u6301\u3064\u3059\u3079\u3066\u306e\u80fd\u529b\u3001\u3055\u3089\u306b\u306f\u3053\u306e\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u3092\u6d3b\u7528\u3057\u3066\u52b9\u7387\u7684\u306a\u958b\u767a\u8005\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3092\u5b9f\u73fe\u3059\u308b\u65b9\u6cd5\u3092\u660e\u3089\u304b\u306b\u3059\u308b\u53d6\u308a\u7d44\u307f\u304c\u9032\u3093\u3067\u3044\u307e\u3059\u3002\u751f\u6210\u7cfbAI\u30c4\u30fc\u30eb\u306f\u3001\u751f\u7523\u6027\u3092\u9ad8\u3081\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u958b\u767a\u8005\u304c\u3088\u308a\u5927\u304d\u306a\u554f\u984c\u306b\u96c6\u4e2d\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u306a\u3069\u3001\u958b\u767a\u73fe\u5834\u3067\u306e\u30b3\u30fc\u30c9\u306e\u66f8\u304d\u65b9\u3084\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u306e\u958b\u767a\u65b9\u6cd5\u3067\u306e\u5909\u5316\u3092\u65e2\u306b\u8d77\u3053\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u958b\u767a\u306b\u304a\u3051\u308b\u751f\u6210\u7cfbAI\u306e\u5fdc\u7528\u306e\u5b9a\u7fa9\u306f\u307e\u3060\u6d3b\u767a\u306b\u8b70\u8ad6\u3055\u308c\u3066\u3044\u308b\u3068\u3053\u308d\u3067\u3059\u304c\u3001\u73fe\u5728\u3001\u958b\u767a\u306e\u73fe\u5834\u3067\u306f\u751f\u6210\u7cfbAI\u306e\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u30c4\u30fc\u30eb\u306e\u6d3b\u7528\u306b\u3088\u308a\u4ee5\u4e0b\u304c\u5b9f\u73fe\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<ul>\n<li><strong>\u8907\u96d1\u306a\u30b3\u30fc\u30c9\u5909\u63db\u30bf\u30b9\u30af\u3092\u6709\u5229\u306b\u59cb\u3081\u308b\u3002<\/strong><a href=\"https:\/\/dl.acm.org\/doi\/10.1145\/3397481.3450656\" rel=\"noopener\" target=\"_blank\">2021\u5e74\u767a\u8868\u8abf\u67fb\u300eInternational Conference on Intelligent User Interfaces\u300f<\/a>\u306b\u3088\u308b\u3068\u3001\u751f\u6210\u7cfbAI\u306f\u3001\u958b\u767a\u8005\u304c\u53e4\u3044\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u3092Python\u306b\u5909\u63db\u3059\u308b\u305f\u3081\u306e\u9aa8\u683c\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002\u63d0\u6848\u304c\u5e38\u306b\u6b63\u3057\u3044\u3068\u306f\u9650\u3089\u306a\u304f\u3066\u3082\u3001\u30b3\u30fc\u30c9\u3092\u4e00\u304b\u3089\u624b\u4f5c\u696d\u3067\u5909\u63db\u3059\u308b\u3088\u308a\u3001\u305d\u306e\u9593\u9055\u3044\u3092\u8a55\u4fa1\u3057\u3066\u4fee\u6b63\u3059\u308b\u307b\u3046\u304c\u7c21\u5358\u3067\u3042\u308b\u3068\u308f\u304b\u3063\u305f\u306e\u3067\u3059\u3002\u307e\u305f\u3001\u3053\u306e\u30ec\u30d3\u30e5\u30fc\u3068\u4fee\u6b63\u306e\u30d7\u30ed\u30bb\u30b9\u306f\u3001\u540c\u50da\u304c\u4f5c\u6210\u3057\u305f\u30b3\u30fc\u30c9\u306b\u5bfe\u3057\u3066\u884c\u3046\u4f5c\u696d\u3068\u3055\u307b\u3069\u5909\u308f\u3089\u306a\u3044\u3001\u3068\u3044\u3046\u3053\u3068\u3082\u308f\u304b\u308a\u307e\u3057\u305f\u3002<\/li>\n<\/ul>\n<p>\u30b3\u30fc\u30c9\u306e\u7570\u306a\u308b\u8a00\u8a9e\u3078\u306e\u5909\u63db\u306f\u3001<a href=\"https:\/\/githubnext.com\/projects\/copilot-labs\/\" rel=\"noopener\" target=\"_blank\">GitHub Copilot Labs<\/a>\u3067\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002GitHub Copilot Labs\u3067\u306f\u3001\u4ed8\u5c5e\u306eVS Code\u62e1\u5f35\u6a5f\u80fd(GitHub Copilot\u62e1\u5f35\u6a5f\u80fd\u3068\u306f\u5225\u306e\u3082\u306e\u3067\u3059\u304c\u3001\u4f9d\u5b58\u95a2\u4fc2\u304c\u3042\u308a\u307e\u3059)\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002GitHub\u30c7\u30d9\u30ed\u30c3\u30d1\u30fc\u30a2\u30c9\u30dc\u30b1\u30a4\u30c8\u306eMichelle Mannering\u304c\u3001GitHub Copilot Labs\u3092\u4f7f\u3063\u3066Python\u306e\u30b3\u30fc\u30c9\u3092\u308f\u305a\u304b\u6570\u30b9\u30c6\u30c3\u30d7\u3067Ruby\u306b\u5909\u63db\u3057\u305f\u30b1\u30fc\u30b9\u3092\u3001<a href=\"https:\/\/dev.to\/github\/how-to-translate-code-into-other-languages-using-github-copilot-3n6f\" rel=\"noopener\" target=\"_blank\">\u3053\u3061\u3089<\/a>\u3067\u7d39\u4ecb\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p><iframe loading=\"lazy\" width=\"560\" height=\"315\" src=\"https:\/\/www.youtube.com\/embed\/RBj3BKm54BY\" title=\"YouTube video player\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" allowfullscreen><\/iframe><\/p>\n<ul>\n<li><strong>\u3088\u308a\u52b9\u7387\u7684\u306b\u30b3\u30fc\u30c9\u3092\u66f8\u304f\u3002<\/strong>Auto Complete\u6a5f\u80fd\u306f\u4f55\u5e74\u3082\u524d\u304b\u3089\u6700\u65b0\u306eIDE\u306b\u88c5\u5099\u3055\u308c\u3066\u3044\u307e\u3059\u304c\u3001LLM\u306e\u307b\u3046\u304c\u95a2\u9023\u6027\u306e\u9ad8\u3044\u3001\u3088\u308a\u9577\u3044\u30b3\u30fc\u30c9\u3092\u3001\u6642\u306b\u306f\u6570\u30b9\u30c6\u30c3\u30d7\u306e\u30b3\u30fc\u30c9\u306e\u63d0\u6848\u304b\u3089\u751f\u6210\u304c\u53ef\u80fd\u3067\u3059\u30022022\u5e74\u306b<a href=\"https:\/\/arxiv.org\/abs\/2206.15000\" rel=\"noopener\" target=\"_blank\">\u300eProceedings of the Association for Computing Machinery on Programming Languages (PACMPL)\u300f\u306b\u63b2\u8f09\u3055\u308c\u305f\u8abf\u67fb<\/a>\u3067\u306f\u3001GitHub Copilot\u3092\u5229\u7528\u3057\u305f20\u4eba\u306e\u30d7\u30ed\u30b0\u30e9\u30de\u30fc\u3092\u5bfe\u8c61\u306b\u89b3\u5bdf\u3092\u884c\u3044\u3001\u305d\u306e\u7d50\u679c\u3001\u95a2\u6570\u306e\u547c\u3073\u51fa\u3057\u3084\u5f15\u6570\u306e\u5165\u529b\u5019\u88dc\u304c\u884c\u672b\u3067\u63d0\u6848\u3055\u308c\u308b\u304a\u304b\u3052\u3067\u3001\u958b\u767a\u8005\u306f\u3088\u308a\u901f\u304f\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u3057\u3001\u3088\u308a\u9577\u304f\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306b\u7559\u307e\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3068\u308f\u304b\u308a\u307e\u3057\u305f\u3002<\/li>\n<\/ul>\n<p><a href=\"https:\/\/github.blog\/2022-09-07-research-quantifying-github-copilots-impact-on-developer-productivity-and-happiness\/\" rel=\"noopener\" target=\"_blank\">GitHub\u72ec\u81ea\u306e\u8abf\u67fb\u3082\u3053\u308c\u3089\u306e\u7d50\u679c\u3092\u88cf\u4ed8\u3051<\/a>\u3066\u3044\u307e\u3059\u3002\u524d\u8ff0\u306e\u3068\u304a\u308a\u3001GitHub Copilot\u3092\u4f7f\u3046\u3068\u3001\u4f7f\u308f\u306a\u304b\u3063\u305f\u5834\u5408\u3068\u306e\u6bd4\u8f03\u3067\u306f\u3001\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u306e\u6642\u9593\u304c\u6700\u592755%\u77ed\u7e2e\u3055\u308c\u305f\u3068\u3044\u3046\u8abf\u67fb\u7d50\u679c\u304c\u51fa\u3066\u3044\u307e\u3059\u3002\u3057\u304b\u3082\u3001\u751f\u7523\u6027\u306e\u5411\u4e0a\u306b\u3088\u3063\u3066\u3001\u958b\u767a\u306e\u30b9\u30d4\u30fc\u30c9\u304c\u901f\u304f\u306a\u3063\u305f\u3060\u3051\u3067\u306a\u304f\u300174%\u306e\u958b\u767a\u8005\u304c\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u6642\u306e\u30a4\u30e9\u30a4\u30e9\u304c\u6e1b\u308a\u3001\u3088\u308a\u6e80\u8db3\u5ea6\u306e\u9ad8\u3044\u4ed5\u4e8b\u306b\u96c6\u4e2d\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u3063\u305f\u3068\u56de\u7b54\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<ul>\n<li><strong>\u65b0\u305f\u306a\u554f\u984c\u306b\u53d6\u308a\u7d44\u307f\u3001\u5275\u9020\u529b\u3092\u767a\u63ee\u3059\u308b\u3002<\/strong>PACMPL\u306e\u8abf\u67fb\u3067\u306f\u3001\u958b\u767a\u8005\u304c\u9032\u3081\u65b9\u3092\u8ff7\u3063\u3066\u3044\u308b\u3068\u304d\u306b\u3001GitHub Copilot\u3092\u4f7f\u3063\u3066\u5275\u9020\u7684\u306a\u89e3\u6c7a\u7b56\u3092\u898b\u3064\u3051\u3066\u3044\u308b\u3053\u3068\u3082\u5224\u660e\u3057\u307e\u3057\u305f\u3002\u3053\u3046\u3057\u305f\u30b1\u30fc\u30b9\u3067\u306f\u3001\u958b\u767a\u8005\u306f\u6b21\u306b\u53ef\u80fd\u6027\u306e\u3042\u308b\u30b9\u30c6\u30c3\u30d7\u3092\u63a2\u3057\u3001\u751f\u6210\u7cfbAI\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u30c4\u30fc\u30eb\u3092\u6d3b\u7528\u3057\u3066\u3001\u8a73\u3057\u304f\u306a\u3044\u69cb\u6587\u306e\u66f8\u304d\u65b9\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3082\u3089\u3044\u3001\u6b63\u3057\u3044API\u3092\u8abf\u3079\u3001\u6b63\u3057\u3044\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u898b\u3064\u3051\u3066\u3044\u307e\u3057\u305f\u3002<\/li>\n<\/ul>\n<blockquote style=\"background-color: #F5F8FA;\">\n<p>\u79c1\u306fGitHub Copilot\u306e\u958b\u767a\u8005\u306e1\u4eba\u3067\u3059\u304c\u3001\u3053\u306e\u4ed5\u4e8b\u3092\u3059\u308b\u524d\u306f\u3001TypeScript\u3092\u4e00\u884c\u3082\u66f8\u3044\u305f\u3053\u3068\u304c\u3042\u308a\u307e\u305b\u3093\u3067\u3057\u305f\u3002\u3067\u3059\u304c\u3001\u305d\u308c\u306f\u307e\u3063\u305f\u304f\u554f\u984c\u306b\u306a\u308a\u307e\u305b\u3093\u3067\u3057\u305f\u3002GitHub Copilot\u306e\u6700\u521d\u306e\u30d7\u30ed\u30c8\u30bf\u30a4\u30d7\u3092\u4f7f\u3063\u3066\u8a00\u8a9e\u3092\u5b66\u3073\u3001\u6700\u7d42\u7684\u306b\u306f\u4e16\u754c\u521d\u306e\u5927\u898f\u6a21\u306a\u751f\u6210\u7cfbAI\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u30c4\u30fc\u30eb\u306e\u30ea\u30ea\u30fc\u30b9\u306b\u8ca2\u732e\u3067\u304d\u305f\u306e\u3067\u3059\u304b\u3089\u3002<\/p>\n<p style=\"text-align:left;\">&#8211; Albert Ziegler\u3001\u30de\u30b7\u30fc\u30f3\u30e9\u30fc\u30cb\u30f3\u30b0\u62c5\u5f53\u30d7\u30ea\u30f3\u30b7\u30d1\u30eb\u30a8\u30f3\u30b8\u30cb\u30a2 \/\/ GitHub<\/p>\n<\/blockquote>\n<ul>\n<li><strong>IDE\u5185\u3067\u7b54\u3048\u3092\u63a2\u3059\u3002<\/strong>PACMPL\u8abf\u67fb\u306e\u53c2\u52a0\u8005\u306e\u4e2d\u306b\u306f\u3001GitHub Copilot\u306e\u30de\u30eb\u30c1\u63d0\u6848\u30da\u30a4\u30f3\u3092Stack Overflow\u306e\u3088\u3046\u306b\u6271\u3063\u305f\u4eba\u3082\u3044\u307e\u3057\u305f\u3002\u81ea\u7136\u8a00\u8a9e\u3067\u76ee\u6a19\u3092\u8a18\u8ff0\u3067\u304d\u305f\u305f\u3081\u3001\u53c2\u52a0\u8005\u306f\u76ee\u6a19\u3092\u5b9f\u88c5\u3059\u308b\u30a2\u30a4\u30c7\u30a2\u3092\u751f\u6210\u3059\u308b\u3088\u3046GitHub Copilot\u306b\u76f4\u63a5\u6307\u793a\u3057\u3001Ctrl\/Cmd + Enter\u30ad\u30fc\u3092\u62bc\u3057\u3066\u300110\u500b\u306e\u63d0\u6848\u306e\u30ea\u30b9\u30c8\u3092\u898b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3057\u305f\u3002\u3053\u306e\u3088\u3046\u306a\u63a2\u7d22\u304c\u6df1\u3044\u77e5\u8b58\u306b\u3064\u306a\u304c\u308b\u308f\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u304c\u3001\u3042\u308b\u958b\u767a\u8005\u306f\u4f7f\u3044\u6163\u308c\u3066\u3044\u306a\u3044API\u3092\u52b9\u679c\u7684\u306b\u5229\u7528\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/li>\n<\/ul>\n<p><a href=\"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3582083\" rel=\"noopener\" target=\"_blank\">GitHub\u304c\u300eACM Queue\u300f\u8a8c\u3067\u767a\u8868\uff082023\u5e74\u5b9f\u65bd\u8abf\u67fb\uff09<\/a>\u3067\u3082\u3001\u751f\u6210\u7cfbAI\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u30c4\u30fc\u30eb\u306f\u3001\u30aa\u30f3\u30e9\u30a4\u30f3\u3067\u7b54\u3048\u3092\u63a2\u3059\u958b\u767a\u8005\u306e\u624b\u9593\u3092\u8efd\u6e1b\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3068\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u958b\u767a\u8005\u306f\u3088\u308a\u660e\u5feb\u306a\u7b54\u3048\u3092\u5f97\u305f\u308a\u3001\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u306e\u5207\u308a\u66ff\u3048\u3092\u6e1b\u3089\u3057\u305f\u308a\u3001\u7cbe\u795e\u7684\u306a\u30a8\u30cd\u30eb\u30ae\u30fc\u3092\u7dad\u6301\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<p><a href=\"https:\/\/github.blog\/2023-02-22-responsible-ai-pair-programming-with-github-copilot\/\" rel=\"noopener\" target=\"_blank\">AI\u3092\u6d3b\u7528\u3057\u305f\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u958b\u767a\u306e\u672a\u6765\u306b\u5bfe\u3059\u308bGitHub\u306e\u65b0\u3057\u3044\u30d3\u30b8\u30e7\u30f3<\/a>\u306e1\u3064\u3068\u3057\u3066\u3001\u300c\u30a8\u30c7\u30a3\u30bf\u30fc\u3067\u76f4\u63a5ChatGPT\u306e\u3088\u3046\u306a\u4f53\u9a13\u304c\u3067\u304d\u308b\u300d\u3068\u3044\u3046\u3082\u306e\u304c\u3042\u308a\u307e\u3059\u3002GitHub\u306e\u30c7\u30d9\u30ed\u30c3\u30d1\u30fc\u30ea\u30ec\u30fc\u30b7\u30e7\u30f3\u62c5\u5f53\u30d0\u30a4\u30b9\u30d7\u30ec\u30b8\u30c7\u30f3\u30c8\u3067\u3042\u308bMartin Woodward\u304c\u3001GitHub Copilot Chat\u3092\u4f7f\u3063\u3066\u3069\u306e\u3088\u3046\u306b\u30b3\u30fc\u30c9\u306e\u30d0\u30b0\u3092\u767a\u898b\u3001\u4fee\u6b63\u3057\u305f\u304b\u3092\u3001\u3053\u3061\u3089\u3067\u7d39\u4ecb\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<div style=\"width: 1920px;\" class=\"wp-video\"><video class=\"wp-video-shortcode\" id=\"video-4053-1\" width=\"1920\" height=\"1080\" preload=\"metadata\" controls=\"controls\"><source type=\"video\/mp4\" src=\"https:\/\/github.blog\/jp\/wp-content\/uploads\/sites\/2\/2023\/06\/01-Copilot-Chat-Debug-Blog.mp4?_=1\" \/><a href=\"https:\/\/github.blog\/jp\/wp-content\/uploads\/sites\/2\/2023\/06\/01-Copilot-Chat-Debug-Blog.mp4\">https:\/\/github.blog\/jp\/wp-content\/uploads\/sites\/2\/2023\/06\/01-Copilot-Chat-Debug-Blog.mp4<\/a><\/video><\/div>\n<ul>\n<li><strong>\u3088\u308a\u512a\u308c\u305f\u30c6\u30b9\u30c8\u30ab\u30d0\u30ec\u30c3\u30b8\u3092\u958b\u767a\u3059\u308b\u3002<\/strong>\u4e00\u90e8\u306e\u751f\u6210\u7cfbAI\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u30c4\u30fc\u30eb\u306f\u3001\u30d1\u30bf\u30fc\u30f3\u8a8d\u8b58\u3068\u88dc\u5b8c\u3092\u975e\u5e38\u306b\u5f97\u610f\u3068\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u3046\u3057\u305f\u30c4\u30fc\u30eb\u306f\u3001\u30e6\u30cb\u30c3\u30c8\u30c6\u30b9\u30c8\u3084\u6a5f\u80fd\u30c6\u30b9\u30c8\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30c6\u30b9\u30c8\u3092\u81ea\u7136\u8a00\u8a9e\u30d7\u30ed\u30f3\u30d7\u30c8\u3067\u958b\u767a\u3059\u308b\u969b\u306b\u4f7f\u308f\u308c\u3066\u3044\u307e\u3059\u3002\u307e\u305f\u3001\u4e2d\u306b\u306f\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u8106\u5f31\u6027\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u6a5f\u80fd\u3092\u5099\u3048\u305f\u30c4\u30fc\u30eb\u3082\u3042\u308a\u3001\u958b\u767a\u8005\u304c\u81ea\u5206\u306e\u30b3\u30fc\u30c9\u306e\u8106\u5f31\u6027\u306b\u6c17\u3065\u304b\u306a\u304b\u3063\u305f\u5834\u5408\u306b\u3001\u30a2\u30e9\u30fc\u30c8\u304c\u8868\u793a\u3055\u308c\u307e\u3059\u3002<\/li>\n<\/ul>\n<p>\u5b9f\u969b\u306e\u6d3b\u7528\u4f8b\u3068\u3057\u3066\u3001GitHub\u306e\u30c7\u30d9\u30ed\u30c3\u30d1\u30fc\u30a2\u30c9\u30dc\u30b1\u30a4\u30c8\u3067\u3042\u308bRizel Scarlett\u304c\u3001GitHub Copilot\u3092\u4f7f\u3063\u3066\u30b3\u30fc\u30c9\u30d9\u30fc\u30b9\u306e\u30c6\u30b9\u30c8\u3092\u958b\u767a\u3059\u308b\u69d8\u5b50\u3092\u3001<a href=\"https:\/\/github.blog\/2022-09-14-8-things-you-didnt-know-you-could-do-with-github-copilot\/\" rel=\"noopener\" target=\"_blank\">\u3053\u3061\u3089\u306e\u8a18\u4e8b<\/a>\u3067\u7d39\u4ecb\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p><iframe loading=\"lazy\" width=\"560\" height=\"315\" src=\"https:\/\/www.youtube.com\/embed\/HxbLCXLfyKE\" title=\"YouTube video player\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" allowfullscreen><\/iframe><\/p>\n<ul>\n<li><strong>\u5fc5\u8981\u3067\u3042\u308b\u3053\u3068\u306b\u6c17\u3065\u304b\u306a\u304b\u3063\u305f\u30b3\u30c4\u3084\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u767a\u898b\u3059\u308b\u3002<\/strong>Scarlett\u306f\u307e\u305f\u3001\u958b\u767a\u8005\u304c\u4f7f\u3048\u308bGitHub Copilot\u306e8\u3064\u306e\u610f\u5916\u306a\u6d3b\u7528\u65b9\u6cd5\u306b\u3064\u3044\u3066\u3082\u8a00\u53ca\u3057\u3066\u3044\u307e\u3059\u3002\u4f8b\u3048\u3070\u30012\u6587\u5b57\u306eISO\u56fd\u30b3\u30fc\u30c9\u3068\u56fd\u540d\u306e\u8f9e\u66f8\u3092\u4f5c\u6210\u3059\u308b\u3088\u3046\u6307\u793a\u3059\u308b\u3053\u3068\u3084\u3001\u7d42\u4e86\u51e6\u7406\u306b\u6ce8\u610f\u3092\u8981\u3059\u308b\u30a8\u30c7\u30a3\u30bf\u30fc\u3067\u3042\u308bVim\u306e\u7d42\u4e86\u3092\u652f\u63f4\u3059\u308b\u3053\u3068\u3092\u6319\u3052\u3066\u3044\u307e\u3059\u3002\u8a73\u7d30\u306b\u3064\u3044\u3066\u306f\u3001<a href=\"https:\/\/github.blog\/2022-09-14-8-things-you-didnt-know-you-could-do-with-github-copilot\/\" rel=\"noopener\" target=\"_blank\">\u30ac\u30a4\u30c9\u3092\u3054\u89a7\u304f\u3060\u3055\u3044 \u3002<\/a><\/li>\n<\/ul>\n<h2 id=\"%e3%81%be%e3%81%a8%e3%82%81\">\u307e\u3068\u3081<a href=\"#%e3%81%be%e3%81%a8%e3%82%81\" class=\"heading-link\" aria-label=\"\u307e\u3068\u3081\" data-anchorjs-icon=\"#\" style=\"padding-left: 0.375em;\"><\/a><\/h2>\n<p>\u751f\u6210\u7cfbAI\u306f\u3001\u4eba\u9593\u306b\u65b0\u305f\u306a\u64cd\u8235\u4f5c\u7528(\u30a4\u30f3\u30bf\u30e9\u30af\u30b7\u30e7\u30f3)\u3092\u63d0\u4f9b\u3057\u3001\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u958b\u767a\u306e\u9000\u5c48\u306a\u90e8\u5206\u3092\u8efd\u6e1b\u3059\u308b\u3060\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u958b\u767a\u8005\u306b\u523a\u6fc0\u3092\u3082\u305f\u3089\u3057\u3001\u5275\u9020\u6027\u306e\u5411\u4e0a\u3001\u5927\u304d\u306a\u554f\u984c\u306b\u53d6\u308a\u7d44\u3080\u5f37\u3044\u610f\u6b32\u3001\u4eca\u307e\u3067\u4e0d\u53ef\u80fd\u3060\u3063\u305f\u65b9\u6cd5\u3067\u306e\u5927\u898f\u6a21\u304b\u3064\u8907\u96d1\u306a\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u306e\u30e2\u30c7\u30eb\u5316\u306a\u3069\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u958b\u767a\u73fe\u5834\u306b\u304a\u3051\u308b\u6b21\u306e\u6ce2\u306b\u671f\u5f85\u3059\u3079\u304d\u7406\u7531\u306f\u305f\u304f\u3055\u3093\u3042\u308a\u307e\u3059\u3002\u751f\u7523\u6027\u306e\u5411\u4e0a\u3084\u4ee3\u66ff\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u306e\u63d0\u4f9b\u306b\u52a0\u3048\u3066\u3001\u65b0\u3057\u3044\u8a00\u8a9e\u3084\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306e\u7fd2\u5f97\u3001\u660e\u78ba\u306a\u30b3\u30e1\u30f3\u30c8\u3084\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306e\u4f5c\u6210\u306a\u3069\u3001\u65b0\u305f\u306a\u30b9\u30ad\u30eb\u306e\u7fd2\u5f97\u306b\u3082\u5f79\u7acb\u3061\u307e\u3059\u3002\u4eca\u306f\u3001\u307e\u3060\u305d\u306e\u59cb\u307e\u308a\u306b\u904e\u304e\u307e\u305b\u3093\u3002<\/p>\n<h3 id=\"%e3%81%9d%e3%81%ae%e4%bb%96%e3%81%ae%e5%8f%82%e8%80%83%e8%b3%87%e6%96%99\">\u305d\u306e\u4ed6\u306e\u53c2\u8003\u8cc7\u6599<a href=\"#%e3%81%9d%e3%81%ae%e4%bb%96%e3%81%ae%e5%8f%82%e8%80%83%e8%b3%87%e6%96%99\" class=\"heading-link\" aria-label=\"\u305d\u306e\u4ed6\u306e\u53c2\u8003\u8cc7\u6599\" data-anchorjs-icon=\"#\" style=\"padding-left: 0.375em;\"><\/a><\/h3>\n<ul>\n<li><a href=\"https:\/\/github.blog\/jp\/2023-03-23-github-copilot-x-the-ai-powered-developer-experience\/\" rel=\"noopener\" target=\"_blank\">GitHub Copilot X\uff1aAI\u3092\u642d\u8f09\u3057\u305f\u958b\u767a\u8005\u4f53\u9a13<\/a><\/li>\n<li><a href=\"https:\/\/github.blog\/2022-09-14-8-things-you-didnt-know-you-could-do-with-github-copilot\/\" rel=\"noopener\" target=\"_blank\">GitHub Copilot\u3092\u4f7f\u3063\u3066\u3001\u3067\u304d\u308b\u3068\u306f\u77e5\u3089\u306a\u304b\u3063\u305f8\u3064\u306e\u3053\u3068<\/a><\/li>\n<li><a href=\"https:\/\/github.blog\/2022-09-07-research-quantifying-github-copilots-impact-on-developer-productivity-and-happiness\/\" rel=\"noopener\" target=\"_blank\">GitHub Copilot\u304c\u958b\u767a\u8005\u306e\u751f\u7523\u6027\u3068\u6e80\u8db3\u5ea6\u306b\u4e0e\u3048\u308b\u5f71\u97ff\u306e\u6570\u5024\u5316<\/a><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>GitHub Copilot\u306e\u3088\u3046\u306a\u751f\u6210\u7cfbAI\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u30c4\u30fc\u30eb\u306e\u6025\u901f\u306a\u9032\u6b69\u304c\u3001\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u958b\u767a\u73fe\u5834\u306b\u6253\u3061\u5bc4\u305b\u308b\u6b21\u306e\u6ce2\u3092\u52a0\u901f\u3055\u305b\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u8a18\u4e8b\u3067\u306f\u4eca\u3001\u7686\u3055\u3093\u304c\u77e5\u3063\u3066\u304a\u304f\u3079\u304d\u3053\u3068\u3092\u3054\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n","protected":false},"author":1941,"featured_media":4065,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"jetpack_post_was_ever_published":false,"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_publicize_message":"","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":true,"jetpack_social_options":{"image_generator_settings":{"template":"highway","default_image_id":0,"font":"","enabled":false},"version":2},"_wpas_customize_per_network":false},"categories":[31,16,33],"tags":[161,186,193,173],"coauthors":[174],"class_list":["post-4053","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-engineering","category-enterprise","category-opensource","tag-ai","tag-artificial-intelligence","tag-developer-experience","tag-generative-ai"],"yoast_head":"<!-- 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