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padding:12px 20px; margin:32px 0 16px; color:#222;\"><strong>PPO\u306f\u65b9\u7b56\u66f4\u65b0\u306e\u5927\u304d\u3055\u3092\u5236\u9650\u3057\u3066\u5b89\u5b9a\u5316\u3057\u307e\u3059<\/strong><\/h2>\n<p class=\"wp-block-paragraph\">\u65b9\u7b56\u3092\u4e00\u5ea6\u306b\u5927\u304d\u304f\u5909\u3048\u308b\u3068\u3001\u96c6\u3081\u305f\u30c7\u30fc\u30bf\u304c\u65b0\u3057\u3044\u65b9\u7b56\u306b\u5408\u308f\u306a\u304f\u306a\u308a\u6027\u80fd\u304c\u5d29\u308c\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002PPO\u306f\u3001\u66f4\u65b0\u524d\u5f8c\u306e\u65b9\u7b56\u78ba\u7387\u6bd4\u3092\u30af\u30ea\u30c3\u30d7\u3057\u305f\u4ee3\u7406\u76ee\u7684\u3092\u4f7f\u3044\u3001\u4e00\u5b9a\u7bc4\u56f2\u3092\u8d85\u3048\u308b\u66f4\u65b0\u306e\u52b9\u679c\u3092\u5236\u9650\u3057\u307e\u3059\u3002OpenAI Spinning Up\u3067\u306f\u3001VPG\u3001TRPO\u3001PPO\u3092\u65b9\u7b56\u6700\u9069\u5316\u306e\u7cfb\u8b5c\u3068\u3057\u3066\u6574\u7406\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p class=\"wp-block-paragraph\">PPO\u3067\u3082\u3001\u30af\u30ea\u30c3\u30d7\u7387\u3001\u30a8\u30dd\u30c3\u30af\u6570\u3001\u30df\u30cb\u30d0\u30c3\u30c1\u3001KL\u30c0\u30a4\u30d0\u30fc\u30b8\u30a7\u30f3\u30b9\u3001\u4fa1\u5024\u640d\u5931\u3001\u30a8\u30f3\u30c8\u30ed\u30d4\u30fc\u4fc2\u6570\u304c\u7d50\u679c\u306b\u5f71\u97ff\u3057\u307e\u3059\u3002\u5b66\u7fd2\u304c\u9032\u307e\u306a\u3044\u3068\u304d\u306b\u3001\u5358\u7d14\u306b\u66f4\u65b0\u56de\u6570\u3060\u3051\u3092\u5897\u3084\u3059\u306e\u3067\u306f\u306a\u304f\u3001\u65b9\u7b56\u306e\u5909\u5316\u91cf\u3068\u30a2\u30c9\u30d0\u30f3\u30c6\u30fc\u30b8\u306e\u5206\u5e03\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002<\/p>\n\n<h2 id=\"evaluation\" class=\"wp-block-heading\" style=\"background:#c3d3e1; padding:12px 20px; margin:32px 0 16px; color:#222;\"><strong>\u65b9\u7b56\u52fe\u914d\u6cd5\u306f\u5831\u916c\u30fb\u5b89\u5b9a\u6027\u30fb\u5b89\u5168\u6027\u3067\u8a55\u4fa1\u3057\u307e\u3059<\/strong><\/h2>\n<p class=\"wp-block-paragraph\">\u30a8\u30d4\u30bd\u30fc\u30c9\u5831\u916c\u306e\u5e73\u5747\u3060\u3051\u3067\u306a\u304f\u3001\u6210\u529f\u7387\u3001\u5236\u7d04\u9055\u53cd\u3001\u884c\u52d5\u306e\u5206\u6563\u3001\u5b66\u7fd2\u306b\u5fc5\u8981\u306a\u74b0\u5883\u30b9\u30c6\u30c3\u30d7\u6570\u3092\u8a08\u6e2c\u3057\u307e\u3059\u3002\u78ba\u7387\u7684\u306a\u5b66\u7fd2\u3067\u306f\u30b7\u30fc\u30c9\u306b\u3088\u308b\u5dee\u304c\u5927\u304d\u3044\u305f\u3081\u3001\u8907\u6570\u56de\u5b9f\u884c\u3057\u3066\u4e2d\u592e\u5024\u3084\u5206\u4f4d\u70b9\u3092\u793a\u3057\u307e\u3059\u3002\u691c\u8a3c\u74b0\u5883\u3068\u30c6\u30b9\u30c8\u74b0\u5883\u3092\u5206\u3051\u3001\u5831\u916c\u95a2\u6570\u3092\u8abf\u6574\u3057\u305f\u5f8c\u306b\u30c6\u30b9\u30c8\u7d50\u679c\u3060\u3051\u3067\u9078\u3070\u306a\u3044\u3088\u3046\u306b\u3057\u307e\u3059\u3002<\/p>\n<p class=\"wp-block-paragraph\">\u73fe\u5b9f\u306e\u5236\u5fa1\u3084\u63a8\u85a6\u3067\u65b9\u7b56\u304c\u76f4\u63a5\u884c\u52d5\u3059\u308b\u3068\u3001\u63a2\u7d22\u304c\u5229\u7528\u8005\u3084\u8a2d\u5099\u3078\u5f71\u97ff\u3057\u307e\u3059\u3002\u307e\u305a\u30b7\u30df\u30e5\u30ec\u30fc\u30bf\u30fc\u3001\u30ed\u30b0\u4e0a\u306e\u30aa\u30d5\u30e9\u30a4\u30f3\u8a55\u4fa1\u3001\u4eba\u9593\u306e\u627f\u8a8d\u3092\u4f7f\u3044\u3001\u5371\u967a\u306a\u884c\u52d5\u3078\u4e0a\u9650\u3092\u8a2d\u3051\u307e\u3059\u3002\u65b0\u65b9\u7b56\u306e\u5c0e\u5165\u5f8c\u306f\u3001\u65e7\u65b9\u7b56\u3068\u306e\u6bd4\u8f03\u3001\u505c\u6b62\u6761\u4ef6\u3001\u30ed\u30fc\u30eb\u30d0\u30c3\u30af\u3092\u76e3\u8996\u3057\u307e\u3059\u3002<\/p>\n\n<h2 id=\"pitfalls\" class=\"wp-block-heading\" style=\"background:#c3d3e1; padding:12px 20px; margin:32px 0 16px; color:#222;\"><strong>\u65b9\u7b56\u52fe\u914d\u6cd5\u3067\u8d77\u304d\u3084\u3059\u3044\u5931\u6557\u3068\u5bfe\u7b56<\/strong><\/h2>\n<h3 id=\"variance\" class=\"wp-block-heading\"><strong>\u52fe\u914d\u306e\u5206\u6563\u304c\u5927\u304d\u304f\u5b66\u7fd2\u304c\u63fa\u308c\u308b<\/strong><\/h3>\n<p class=\"wp-block-paragraph\">\u30a8\u30d4\u30bd\u30fc\u30c9\u9577\u3001\u5831\u916c\u30b9\u30b1\u30fc\u30eb\u3001\u30d0\u30c3\u30c1\u30b5\u30a4\u30ba\u3001\u30a2\u30c9\u30d0\u30f3\u30c6\u30fc\u30b8\u306e\u6b63\u898f\u5316\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002\u4fa1\u5024\u30d9\u30fc\u30b9\u30e9\u30a4\u30f3\u3001GAE\u3001\u5831\u916c\u306e\u30af\u30ea\u30c3\u30d4\u30f3\u30b0\u306f\u5019\u88dc\u3067\u3059\u304c\u3001\u904e\u5ea6\u306a\u6b63\u898f\u5316\u3067\u91cd\u8981\u306a\u5dee\u3092\u6d88\u3055\u306a\u3044\u3088\u3046\u306b\u3057\u307e\u3059\u3002<\/p>\n<h3 id=\"premature\" class=\"wp-block-heading\"><strong>\u63a2\u7d22\u304c\u65e9\u304f\u6b62\u307e\u308a\u5c40\u6240\u89e3\u3078\u56fa\u5b9a\u3055\u308c\u308b<\/strong><\/h3>\n<p class=\"wp-block-paragraph\">\u65b9\u7b56\u30a8\u30f3\u30c8\u30ed\u30d4\u30fc\u3001\u884c\u52d5\u5206\u5e03\u3001\u521d\u671f\u5316\u3001\u5831\u916c\u306e\u30b9\u30d1\u30fc\u30b9\u3055\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002\u30a8\u30f3\u30c8\u30ed\u30d4\u30fc\u4fc2\u6570\u3092\u8abf\u6574\u3057\u3001\u30ab\u30ea\u30ad\u30e5\u30e9\u30e0\u3084\u5b89\u5168\u306a\u63a2\u7d22\u3092\u8a2d\u8a08\u3057\u307e\u3059\u304c\u3001\u30e9\u30f3\u30c0\u30e0\u884c\u52d5\u3092\u5897\u3084\u3059\u3060\u3051\u3067\u89e3\u6c7a\u3057\u306a\u3044\u5834\u5408\u3082\u3042\u308a\u307e\u3059\u3002<\/p>\n<h3 id=\"reward-hacking\" class=\"wp-block-heading\"><strong>\u4ee3\u7406\u5831\u916c\u3092\u6700\u5927\u5316\u3057\u3066\u672c\u6765\u306e\u76ee\u7684\u3092\u5916\u3059<\/strong><\/h3>\n<p class=\"wp-block-paragraph\">\u5831\u916c\u3092\u69cb\u6210\u3059\u308b\u5404\u9805\u76ee\u3068\u5236\u7d04\u9055\u53cd\u3092\u30ed\u30b0\u306b\u6b8b\u3057\u3001\u4ee3\u8868\u7684\u306a\u8ecc\u8de1\u3092\u4eba\u304c\u78ba\u8a8d\u3057\u307e\u3059\u3002\u5229\u7528\u8005\u6e80\u8db3\u3001\u54c1\u8cea\u3001\u5b89\u5168\u3001\u30b3\u30b9\u30c8\u306a\u3069\u8907\u6570\u306e\u6307\u6a19\u3092\u5408\u308f\u305b\u3001\u5831\u916c\u5916\u306e\u60aa\u5316\u3092\u898b\u9003\u3055\u306a\u3044\u8a55\u4fa1\u3092\u4f5c\u308a\u307e\u3059\u3002<\/p>\n\n<h2 id=\"summary\" class=\"wp-block-heading\" style=\"background:#c3d3e1; padding:12px 20px; margin:32px 0 16px; color:#222;\"><strong>\u65b9\u7b56\u52fe\u914d\u6cd5\u306f\u65b9\u7b56\u3092\u76f4\u63a5\u6539\u5584\u3059\u308b\u5f37\u5316\u5b66\u7fd2\u3067\u3059<\/strong><\/h2>\n<p class=\"wp-block-paragraph\">\u65b9\u7b56\u52fe\u914d\u6cd5\u306f\u3001\u884c\u52d5\u306e\u5bfe\u6570\u78ba\u7387\u3068\u30ea\u30bf\u30fc\u30f3\u307e\u305f\u306f\u30a2\u30c9\u30d0\u30f3\u30c6\u30fc\u30b8\u304b\u3089\u52fe\u914d\u3092\u63a8\u5b9a\u3057\u3001\u671f\u5f85\u7d2f\u7a4d\u5831\u916c\u3092\u9ad8\u3081\u308b\u624b\u6cd5\u3067\u3059\u3002\u9023\u7d9a\u884c\u52d5\u3084\u78ba\u7387\u7684\u306a\u63a2\u7d22\u3092\u6271\u3044\u3084\u3059\u304f\u3001REINFORCE\u3001\u30a2\u30af\u30bf\u30fc\u30fb\u30af\u30ea\u30c6\u30a3\u30c3\u30af\u3001PPO\u306a\u3069\u3078\u767a\u5c55\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p class=\"wp-block-paragraph\">\u5c0e\u5165\u3067\u306f\u3001\u30aa\u30f3\u30dd\u30ea\u30b7\u30fc\u306e\u30c7\u30fc\u30bf\u53ce\u96c6\u3001\u5831\u916c\u3068\u5236\u7d04\u3001\u52fe\u914d\u306e\u5206\u6563\u3001\u65b9\u7b56\u306e\u66f4\u65b0\u5e45\u3001\u8a55\u4fa1\u30b7\u30fc\u30c9\u3092\u7ba1\u7406\u3057\u307e\u3059\u3002\u5b89\u5168\u306a\u691c\u8a3c\u74b0\u5883\u3068\u505c\u6b62\u624b\u6bb5\u3092\u7528\u610f\u3057\u3001\u5e73\u5747\u5831\u916c\u3060\u3051\u3067\u306a\u304f\u3001\u518d\u73fe\u6027\u30fb\u5236\u7d04\u9055\u53cd\u30fb\u672c\u756a\u3068\u306e\u5dee\u3092\u898b\u3066\u63a1\u7528\u3092\u5224\u65ad\u3057\u307e\u3059\u3002<\/p>\n\n<h2 id=\"faq\" class=\"wp-block-heading\" style=\"background:#c3d3e1; padding:12px 20px; margin:32px 0 16px; color:#222;\"><strong>\u3088\u304f\u3042\u308b\u8cea\u554f\uff08FAQ\uff09<\/strong><\/h2>\n<p class=\"wp-block-paragraph\">\u3053\u3053\u3067\u306f\u3001\u65b9\u7b56\u52fe\u914d\u6cd5\u3092\u691c\u8a0e\u3059\u308b\u3068\u304d\u306b\u3088\u304f\u3042\u308b\u7591\u554f\u306b\u3001\u7d50\u8ad6\u304b\u3089\u56de\u7b54\u3057\u307e\u3059\u3002<\/p>\n<h3 id=\"faq-definition\" class=\"wp-block-heading\"><strong>Q. \u65b9\u7b56\u52fe\u914d\u6cd5\u3068\u306f\u4f55\u3067\u3059\u304b\uff1f<\/strong><\/h3>\n<p class=\"wp-block-paragraph\">\u65b9\u7b56\u3092\u30d1\u30e9\u30e1\u30fc\u30bf\u5316\u3057\u3001\u671f\u5f85\u7d2f\u7a4d\u5831\u916c\u304c\u9ad8\u304f\u306a\u308b\u65b9\u5411\u3078\u65b9\u7b56\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u76f4\u63a5\u66f4\u65b0\u3059\u308b\u5f37\u5316\u5b66\u7fd2\u624b\u6cd5\u3067\u3059\u3002<\/p>\n<h3 id=\"faq-qlearning\" class=\"wp-block-heading\"><strong>Q. Q\u5b66\u7fd2\u3068\u306e\u9055\u3044\u306f\u4f55\u3067\u3059\u304b\uff1f<\/strong><\/h3>\n<p class=\"wp-block-paragraph\">Q\u5b66\u7fd2\u306f\u884c\u52d5\u4fa1\u5024\u3092\u63a8\u5b9a\u3057\u3066\u9593\u63a5\u7684\u306b\u65b9\u7b56\u3092\u4f5c\u308a\u3001\u65b9\u7b56\u52fe\u914d\u6cd5\u306f\u65b9\u7b56\u81ea\u4f53\u3092\u66f4\u65b0\u3057\u307e\u3059\u3002\u9023\u7d9a\u884c\u52d5\u3084\u78ba\u7387\u7684\u65b9\u7b56\u306e\u6271\u3044\u3084\u3059\u3055\u306a\u3069\u3092\u6bd4\u8f03\u3057\u307e\u3059\u3002<\/p>\n<h3 id=\"faq-reinforce\" class=\"wp-block-heading\"><strong>Q. REINFORCE\u3068\u306f\u4f55\u3067\u3059\u304b\uff1f<\/strong><\/h3>\n<p class=\"wp-block-paragraph\">\u30a8\u30d4\u30bd\u30fc\u30c9\u306e\u30ea\u30bf\u30fc\u30f3\u3092\u4f7f\u3044\u3001\u884c\u52d5\u306e\u5bfe\u6570\u78ba\u7387\u3092\u9ad8\u3081\u308b\u6700\u3082\u57fa\u672c\u7684\u306a\u65b9\u7b56\u52fe\u914d\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3067\u3059\u3002\u5206\u6563\u304c\u5927\u304d\u304f\u306a\u308a\u3084\u3059\u3044\u305f\u3081\u3001\u30d9\u30fc\u30b9\u30e9\u30a4\u30f3\u3092\u7d44\u307f\u5408\u308f\u305b\u307e\u3059\u3002<\/p>\n<h3 id=\"faq-ppo\" class=\"wp-block-heading\"><strong>Q. PPO\u306f\u65b9\u7b56\u52fe\u914d\u6cd5\u3067\u3059\u304b\uff1f<\/strong><\/h3>\n<p class=\"wp-block-paragraph\">\u306f\u3044\u3002PPO\u306f\u65b9\u7b56\u6700\u9069\u5316\u306e\u66f4\u65b0\u5e45\u3092\u30af\u30ea\u30c3\u30d7\u3057\u305f\u3001\u4ee3\u8868\u7684\u306a\u65b9\u7b56\u52fe\u914d\u7cfb\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3067\u3059\u3002<\/p>\n<h3 id=\"faq-production\" class=\"wp-block-heading\"><strong>Q. \u65b9\u7b56\u52fe\u914d\u6cd5\u3092\u3059\u3050\u672c\u756a\u3078\u5c0e\u5165\u3067\u304d\u307e\u3059\u304b\uff1f<\/strong><\/h3>\n<p class=\"wp-block-paragraph\">\u3059\u3050\u306b\u5c0e\u5165\u305b\u305a\u3001\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u3084\u30aa\u30d5\u30e9\u30a4\u30f3\u8a55\u4fa1\u3001\u5b89\u5168\u5236\u7d04\u3001\u4eba\u9593\u306e\u627f\u8a8d\u3001\u505c\u6b62\u30fb\u30ed\u30fc\u30eb\u30d0\u30c3\u30af\u3092\u7528\u610f\u3057\u3066\u6bb5\u968e\u7684\u306b\u691c\u8a3c\u3057\u307e\u3059\u3002<\/p>\n<script type=\"application\/ld+json\">\n{\"@context\":\"https:\/\/schema.org\",\"@type\":\"FAQPage\",\"mainEntity\":[{\"@type\":\"Question\",\"name\":\"\u65b9\u7b56\u52fe\u914d\u6cd5\u3068\u306f\u4f55\u3067\u3059\u304b\uff1f\",\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"\u65b9\u7b56\u3092\u30d1\u30e9\u30e1\u30fc\u30bf\u5316\u3057\u3001\u671f\u5f85\u7d2f\u7a4d\u5831\u916c\u304c\u9ad8\u304f\u306a\u308b\u65b9\u5411\u3078\u65b9\u7b56\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u76f4\u63a5\u66f4\u65b0\u3059\u308b\u5f37\u5316\u5b66\u7fd2\u624b\u6cd5\u3067\u3059\u3002\"}},{\"@type\":\"Question\",\"name\":\"Q\u5b66\u7fd2\u3068\u306e\u9055\u3044\u306f\u4f55\u3067\u3059\u304b\uff1f\",\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"Q\u5b66\u7fd2\u306f\u884c\u52d5\u4fa1\u5024\u3092\u63a8\u5b9a\u3057\u3066\u9593\u63a5\u7684\u306b\u65b9\u7b56\u3092\u4f5c\u308a\u3001\u65b9\u7b56\u52fe\u914d\u6cd5\u306f\u65b9\u7b56\u81ea\u4f53\u3092\u66f4\u65b0\u3057\u307e\u3059\u3002\u9023\u7d9a\u884c\u52d5\u3084\u78ba\u7387\u7684\u65b9\u7b56\u306e\u6271\u3044\u3084\u3059\u3055\u306a\u3069\u3092\u6bd4\u8f03\u3057\u307e\u3059\u3002\"}},{\"@type\":\"Question\",\"name\":\"REINFORCE\u3068\u306f\u4f55\u3067\u3059\u304b\uff1f\",\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"\u30a8\u30d4\u30bd\u30fc\u30c9\u306e\u30ea\u30bf\u30fc\u30f3\u3092\u4f7f\u3044\u3001\u884c\u52d5\u306e\u5bfe\u6570\u78ba\u7387\u3092\u9ad8\u3081\u308b\u6700\u3082\u57fa\u672c\u7684\u306a\u65b9\u7b56\u52fe\u914d\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3067\u3059\u3002\u5206\u6563\u304c\u5927\u304d\u304f\u306a\u308a\u3084\u3059\u3044\u305f\u3081\u3001\u30d9\u30fc\u30b9\u30e9\u30a4\u30f3\u3092\u7d44\u307f\u5408\u308f\u305b\u307e\u3059\u3002\"}},{\"@type\":\"Question\",\"name\":\"PPO\u306f\u65b9\u7b56\u52fe\u914d\u6cd5\u3067\u3059\u304b\uff1f\",\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"\u306f\u3044\u3002PPO\u306f\u65b9\u7b56\u6700\u9069\u5316\u306e\u66f4\u65b0\u5e45\u3092\u30af\u30ea\u30c3\u30d7\u3057\u305f\u3001\u4ee3\u8868\u7684\u306a\u65b9\u7b56\u52fe\u914d\u7cfb\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3067\u3059\u3002\"}},{\"@type\":\"Question\",\"name\":\"\u65b9\u7b56\u52fe\u914d\u6cd5\u3092\u3059\u3050\u672c\u756a\u3078\u5c0e\u5165\u3067\u304d\u307e\u3059\u304b\uff1f\",\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"\u3059\u3050\u306b\u5c0e\u5165\u305b\u305a\u3001\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u3084\u30aa\u30d5\u30e9\u30a4\u30f3\u8a55\u4fa1\u3001\u5b89\u5168\u5236\u7d04\u3001\u4eba\u9593\u306e\u627f\u8a8d\u3001\u505c\u6b62\u30fb\u30ed\u30fc\u30eb\u30d0\u30c3\u30af\u3092\u7528\u610f\u3057\u3066\u6bb5\u968e\u7684\u306b\u691c\u8a3c\u3057\u307e\u3059\u3002\"}}]}\n<\/script>\n<h2 id=\"references\" class=\"wp-block-heading\" style=\"background:#c3d3e1; padding:12px 20px; margin:32px 0 16px; color:#222;\"><strong>\u53c2\u8003\u8cc7\u6599<\/strong><\/h2>\n<ul class=\"wp-block-list\"><li><a href=\"https:\/\/spinningup.openai.com\/en\/latest\/algorithms\/vpg.html\" target=\"_blank\" rel=\"noopener\">OpenAI Spinning Up\u300cVanilla Policy Gradient\u300d<\/a><\/li><li><a href=\"https:\/\/spinningup.openai.com\/en\/latest\/algorithms\/ppo.html\" target=\"_blank\" rel=\"noopener\">OpenAI Spinning Up\u300cProximal Policy Optimization\u300d<\/a><\/li><li><a href=\"https:\/\/openai.com\/index\/spinning-up-in-deep-rl\/\" target=\"_blank\" rel=\"noopener\">OpenAI\u300cSpinning Up in Deep RL\u300d<\/a><\/li><\/ul>\n\n<h2 id=\"company-intro\" class=\"wp-block-heading\" style=\"background:#c3d3e1; padding:12px 20px; margin:32px 0 16px; color:#222;\"><strong>\u4f1a\u793e\u7d39\u4ecb<\/strong><\/h2>\n\n\n\n<div class=\"wp-block-group is-vertical is-content-justification-stretch is-layout-flex wp-container-core-group-is-layout-898606d5 wp-block-group-is-layout-flex\">\n<p class=\"wp-block-paragraph\">\u682a\u5f0f\u4f1a\u793eripla\u3067\u306f\u3001\u304a\u5ba2\u69d8\u306e\u4e8b\u696d\u30fb\u30e6\u30fc\u30b6\u30fc\u30fb\u696d\u52d9\u306b\u6700\u9069\u5316\u3057\u305f\u30aa\u30fc\u30c0\u30fc\u30e1\u30a4\u30c9\u578b\u30b7\u30b9\u30c6\u30e0\u3092\u3001\u69cb\u60f3\u7b56\u5b9a\u30fb\u8981\u4ef6\u5b9a\u7fa9\u304b\u3089\u958b\u767a\u30fb\u6539\u5584\u307e\u3067\u4e00\u6c17\u901a\u8cab\u3067\u652f\u63f4\u3002\u4e8b\u696d\u4f1a\u793e\u3067IT\u30fbDX\u3092\u7d4c\u9a13\u3057\u305f\u30d7\u30ed\u30d5\u30a7\u30c3\u30b7\u30e7\u30ca\u30eb\u306b\u3088\u308b\u9ad8\u3044\u8981\u4ef6\u5b9a\u7fa9\u529b\u30fb\u30b7\u30b9\u30c6\u30e0\u8a2d\u8a08\u529b\u3092\u6d3b\u304b\u3057\u3001\u4e8b\u696d\u6210\u679c\u306e\u6700\u5927\u5316\u306b\u4f34\u8d70\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-794e3cfa wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:100%\">\n<figure class=\"wp-block-image aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" data-attachment-id=\"48106\" data-permalink=\"https:\/\/www.ripla.co.jp\/blog\/ripla-ordermade-system-202608\/\" data-orig-file=\"https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2026\/08\/ripla-ordermade-system-202608.png\" data-orig-size=\"1672,941\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;,&quot;alt&quot;:&quot;&quot;}\" data-image-title=\"\u304a\u5ba2\u69d8\u306b\u6700\u9069\u5316\u3057\u305f\u30aa\u30fc\u30c0\u30fc\u30e1\u30a4\u30c9\u578b\u30b7\u30b9\u30c6\u30e0\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2026\/08\/ripla-ordermade-system-202608-1024x576.png\" src=\"https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2026\/08\/ripla-ordermade-system-202608-1024x576.png\" alt=\"\" class=\"wp-image-48106\" srcset=\"https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2026\/08\/ripla-ordermade-system-202608-1024x576.png 1024w, https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2026\/08\/ripla-ordermade-system-202608-300x169.png 300w, https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2026\/08\/ripla-ordermade-system-202608-768x432.png 768w, https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2026\/08\/ripla-ordermade-system-202608-1536x864.png 1536w, https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2026\/08\/ripla-ordermade-system-202608.png 1672w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/div>\n<\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u307e\u305f\u3001\u5f53\u793e\u72ec\u81ea\u306e\u958b\u767a\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u300cBox\u30b7\u30ea\u30fc\u30ba\u300d\u306b\u3088\u308b\u6a19\u6e96\u6a5f\u80fd\u306e\u9ad8\u901f\u958b\u767a\u3068\u3001AI\u99c6\u52d5\u958b\u767a\u306e\u72ec\u81ea\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u300cGoDD\u300d\u306b\u3088\u308b\u72ec\u81ea\u6a5f\u80fd\u306eAI\u5b9f\u88c5\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u4f4e\u30b3\u30b9\u30c8\u30fb\u77ed\u671f\u9593\u3067\u958b\u767a\u3092\u5b9f\u73fe\u3044\u305f\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-794e3cfa wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:100%\">\n<figure class=\"wp-block-image aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"369\" data-attachment-id=\"18450\" data-permalink=\"https:\/\/www.ripla.co.jp\/blog\/product\/cross-platform-development-guide\/attachment\/%e3%82%b9%e3%82%af%e3%83%aa%e3%83%bc%e3%83%b3%e3%82%b7%e3%83%a7%e3%83%83%e3%83%88-2026-07-07-144340\/\" data-orig-file=\"https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2026-07-07-144340.png\" data-orig-size=\"1325,477\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;,&quot;alt&quot;:&quot;&quot;}\" data-image-title=\"\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8 2026-07-07 144340\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2026-07-07-144340-1024x369.png\" src=\"https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2026-07-07-144340-1024x369.png\" alt=\"\" class=\"wp-image-18450\" srcset=\"https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2026-07-07-144340-1024x369.png 1024w, https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2026-07-07-144340-300x108.png 300w, https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2026-07-07-144340-768x276.png 768w, https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2026-07-07-144340.png 1325w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/div>\n<\/div>\n\n\n\n<p class=\"has-text-align-left wp-block-paragraph\">\u3082\u3057\u3001\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u3084\u30d7\u30ed\u30c0\u30af\u30c8\u958b\u767a\u306b\u95a2\u3059\u308b\u3054\u8981\u671b\u304c\u3054\u3056\u3044\u307e\u3057\u305f\u3089\u3001\u304a\u6c17\u8efd\u306b\u304a\u554f\u3044\u5408\u308f\u305b\u304f\u3060\u3055\u3044\u3002<a href=\"https:\/\/www.ripla.co.jp\/company-whitepaper\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a><\/p>\n\n\n\n<div class=\"wp-block-buttons alignwide is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-a0cd93e3 wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link has-background wp-element-button\" href=\"https:\/\/www.ripla.co.jp\/\" style=\"background-color:#0720e3\"><strong>\u682a\u5f0f\u4f1a\u793eripla\u306e\u4f1a\u793eHP\u306f\u3053\u3061\u3089<\/strong><\/a><\/div>\n<\/div>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/www.ripla.co.jp\/company-whitepaper\" title=\"\">\u30fb\u30b5\u30fc\u30d3\u30b9\u6982\u8981\u8cc7\u6599\u306eURL\u306f\u3053\u3061\u3089 &gt;&gt;&gt;<\/a><br><a href=\"https:\/\/www.ripla.co.jp\/inquiries\" title=\"\">\u30fb\u304a\u554f\u5408\u305b\u30da\u30fc\u30b8\u306eURL\u306f\u3053\u3061\u3089 &gt;&gt;&gt;<\/a><br><a href=\"https:\/\/www.ripla.co.jp\/whitepaper\" title=\"\">\u30fb\u304a\u5f79\u7acb\u3061\u8cc7\u6599\u306eURL\u306f\u3053\u3061\u3089 &gt;&gt;&gt;<\/a><\/p>\n<\/div>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><a href=\"https:\/\/www.ripla.co.jp\/whitepaper\"><img loading=\"lazy\" decoding=\"async\" width=\"967\" height=\"573\" data-attachment-id=\"4184\" data-permalink=\"https:\/\/www.ripla.co.jp\/blog\/?attachment_id=4184\" data-orig-file=\"https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2026-02-27-145451.png\" data-orig-size=\"967,573\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;,&quot;alt&quot;:&quot;&quot;}\" data-image-title=\"\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8 2026-02-27 145451\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2026-02-27-145451.png\" src=\"https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2026-02-27-145451.png\" alt=\"\" class=\"wp-image-4184\" 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