{"id":47055,"date":"2026-08-14T14:01:52","date_gmt":"2026-08-14T05:01:52","guid":{"rendered":"https:\/\/www.ripla.co.jp\/blog\/?p=47055"},"modified":"2026-08-31T19:38:40","modified_gmt":"2026-08-31T10:38:40","slug":"monte-carlo-tree-search","status":"publish","type":"post","link":"https:\/\/www.ripla.co.jp\/blog\/system\/monte-carlo-tree-search\/","title":{"rendered":"\u30e2\u30f3\u30c6\u30ab\u30eb\u30ed\u6728\u63a2\u7d22\u3068\u306f\uff1f4\u6bb5\u968e\u306e\u4ed5\u7d44\u307f\u30fbUCT\u30fb\u6d3b\u7528\u65b9\u6cd5\u3092\u89e3\u8aac"},"content":{"rendered":"<p class=\"wp-block-paragraph\">\u30e2\u30f3\u30c6\u30ab\u30eb\u30ed\u6728\u63a2\u7d22\uff08Monte Carlo Tree Search\uff1aMCTS\uff09\u3068\u306f\u3001\u610f\u601d\u6c7a\u5b9a\u306e\u5019\u88dc\u3092\u6728\u69cb\u9020\u3067\u5c55\u958b\u3057\u3001\u30e9\u30f3\u30c0\u30e0\u307e\u305f\u306f\u65b9\u7b56\u306b\u57fa\u3065\u304f\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u3092\u7e70\u308a\u8fd4\u3057\u3066\u3001\u5c06\u6765\u306e\u5831\u916c\u304c\u9ad8\u3044\u884c\u52d5\u3092\u9078\u3076\u63a2\u7d22\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3067\u3059\u3002\u56f2\u7881\u3084\u5c06\u68cb\u306a\u3069\u306e\u30b2\u30fc\u30e0\u3060\u3051\u3067\u306a\u304f\u3001\u8a08\u753b\u3001\u30b9\u30b1\u30b8\u30e5\u30fc\u30ea\u30f3\u30b0\u3001\u7d44\u5408\u305b\u6700\u9069\u5316\u306b\u3082\u5fdc\u7528\u3055\u308c\u307e\u3059\u3002<\/p>\n<p class=\"wp-block-paragraph\">MCTS\u306f\u3001\u3059\u3079\u3066\u306e\u672a\u6765\u3092\u5b8c\u5168\u306b\u5217\u6319\u3059\u308b\u4ee3\u308f\u308a\u306b\u3001\u9650\u3089\u308c\u305f\u8a08\u7b97\u6642\u9593\u3092\u6709\u671b\u306a\u679d\u3078\u914d\u5206\u3057\u307e\u3059\u3002\u672c\u8a18\u4e8b\u3067\u306f\u3001\u9078\u629e\u30fb\u5c55\u958b\u30fb\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u30fb\u9006\u4f1d\u64ad\u306e4\u6bb5\u968e\u3001UCT\u3068UCB\u3001\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3068\u306e\u7d71\u5408\u3001\u8a55\u4fa1\u65b9\u6cd5\u3001\u5b9f\u52d9\u4e0a\u306e\u6ce8\u610f\u70b9\u3092\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n<h2 id=\"what-is-mcts\" class=\"wp-block-heading\" style=\"background:#c3d3e1; padding:12px 20px; margin:32px 0 16px; color:#222;\"><strong>MCTS\u306f\u6728\u3092\u90e8\u5206\u7684\u306b\u63a2\u7d22\u3057\u3066\u6b21\u306e\u884c\u52d5\u3092\u6c7a\u3081\u307e\u3059<\/strong><\/h2><p class=\"wp-block-paragraph\">\u6839\u30ce\u30fc\u30c9\u3092\u73fe\u5728\u306e\u72b6\u614b\u3068\u3057\u3001\u30a8\u30c3\u30b8\u3092\u884c\u52d5\u3001\u5b50\u30ce\u30fc\u30c9\u3092\u884c\u52d5\u5f8c\u306e\u72b6\u614b\u3068\u3057\u3066\u6728\u3092\u4f5c\u308a\u307e\u3059\u3002\u5404\u30ce\u30fc\u30c9\u306b\u306f\u8a2a\u554f\u56de\u6570\u3084\u4fa1\u5024\u306e\u7d71\u8a08\u3092\u4fdd\u5b58\u3057\u3001\u8a08\u7b97\u4e88\u7b97\u306e\u7bc4\u56f2\u3067\u63a2\u7d22\u3092\u7e70\u308a\u8fd4\u3057\u307e\u3059\u3002\u8a2a\u554f\u56de\u6570\u304c\u591a\u3044\u884c\u52d5\u3084\u3001\u63a8\u5b9a\u4fa1\u5024\u304c\u9ad8\u3044\u884c\u52d5\u3092\u6839\u3067\u9078\u3073\u307e\u3059\u3002<\/p>\n<h3 id=\"four-steps\" class=\"wp-block-heading\"><strong>4\u6bb5\u968e\u3092\u7e70\u308a\u8fd4\u3057\u3066\u63a2\u7d22\u3092\u6df1\u3081\u307e\u3059<\/strong><\/h3><ul class=\"wp-block-list\"><li><strong>\u9078\u629e\uff1a<\/strong>\u30eb\u30fc\u30c8\u304b\u3089\u63a2\u7d22\u6307\u6a19\u304c\u9ad8\u3044\u5b50\u3092\u9078\u3073\u3001\u672a\u5c55\u958b\u30ce\u30fc\u30c9\u3078\u9032\u3080\u3002<\/li><li><strong>\u5c55\u958b\uff1a<\/strong>\u53ef\u80fd\u306a\u884c\u52d5\u306e\u4e00\u90e8\u307e\u305f\u306f\u3059\u3079\u3066\u3092\u5b50\u30ce\u30fc\u30c9\u3068\u3057\u3066\u8ffd\u52a0\u3059\u308b\u3002<\/li><li><strong>\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\uff1a<\/strong>\u7d42\u7aef\u307e\u305f\u306f\u4e00\u5b9a\u6df1\u3055\u307e\u3067\u9032\u3081\u3001\u5831\u916c\u3084\u4fa1\u5024\u3092\u5f97\u308b\u3002<\/li><li><strong>\u9006\u4f1d\u64ad\uff1a<\/strong>\u5f97\u305f\u4fa1\u5024\u3092\u7d4c\u8def\u4e0a\u306e\u30ce\u30fc\u30c9\u3078\u623b\u3057\u3001\u7d71\u8a08\u3092\u66f4\u65b0\u3059\u308b\u3002<\/li><\/ul>\n<p class=\"wp-block-paragraph\">\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u306f\u30e9\u30f3\u30c0\u30e0\u884c\u52d5\u3067\u3082\u3067\u304d\u307e\u3059\u304c\u3001\u30c9\u30e1\u30a4\u30f3\u77e5\u8b58\u3084\u65b9\u7b56\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3092\u4f7f\u3046\u3068\u6709\u671b\u306a\u679d\u3092\u898b\u3064\u3051\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002\u7d42\u7aef\u3001\u5f15\u304d\u5206\u3051\u3001\u7121\u52b9\u884c\u52d5\u3001\u5272\u5f15\u7387\u306e\u6271\u3044\u3092\u4e00\u8cab\u3055\u305b\u307e\u3059\u3002<\/p>\n<h2 id=\"uct\" class=\"wp-block-heading\" style=\"background:#c3d3e1; padding:12px 20px; margin:32px 0 16px; color:#222;\"><strong>UCT\u306f\u63a2\u7d22\u3068\u6d3b\u7528\u306e\u30d0\u30e9\u30f3\u30b9\u3092\u53d6\u308a\u307e\u3059<\/strong><\/h2><p class=\"wp-block-paragraph\">\u65e2\u306b\u4fa1\u5024\u304c\u9ad8\u3044\u3068\u5206\u304b\u3063\u3066\u3044\u308b\u679d\u3060\u3051\u3092\u9078\u3076\u3068\u3001\u672a\u77e5\u306e\u6709\u671b\u306a\u679d\u3092\u898b\u843d\u3068\u3057\u307e\u3059\u3002UCT\u306f\u3001\u5e73\u5747\u4fa1\u5024\u306b\u3088\u308b\u6d3b\u7528\u3068\u3001\u8a2a\u554f\u56de\u6570\u304c\u5c11\u306a\u3044\u679d\u3092\u8a66\u3059\u63a2\u7d22\u9805\u3092\u7d44\u307f\u5408\u308f\u305b\u307e\u3059\u3002\u63a2\u7d22\u4fc2\u6570\u304c\u5927\u304d\u3044\u3068\u5e83\u304f\u8a66\u3057\u3001\u5c0f\u3055\u3044\u3068\u65e2\u77e5\u306e\u9ad8\u4fa1\u5024\u679d\u3078\u96c6\u4e2d\u3057\u307e\u3059\u3002<\/p>\n<h3 id=\"progressive\" class=\"wp-block-heading\"><strong>\u672a\u8a2a\u554f\u306e\u884c\u52d5\u3092\u5fc5\u305a\u6271\u3044\u307e\u3059<\/strong><\/h3><p class=\"wp-block-paragraph\">\u8a2a\u554f\u56de\u6570\u304c\u30bc\u30ed\u306e\u884c\u52d5\u3078\u63a2\u7d22\u30dc\u30fc\u30ca\u30b9\u3092\u4e0e\u3048\u3001\u5c11\u306a\u304f\u3068\u3082\u4e00\u5ea6\u306f\u8a55\u4fa1\u3057\u307e\u3059\u3002\u884c\u52d5\u6570\u304c\u975e\u5e38\u306b\u591a\u3044\u5834\u5408\u306f\u3001\u5019\u88dc\u751f\u6210\u3001\u9032\u884c\u6027\u306e\u3042\u308b\u5e45\u5236\u9650\u3001\u65b9\u7b56\u4e8b\u524d\u5206\u5e03\u3092\u4f7f\u3063\u3066\u8a08\u7b97\u3092\u914d\u5206\u3057\u307e\u3059\u3002<\/p>\n<h2 id=\"alphazero\" class=\"wp-block-heading\" style=\"background:#c3d3e1; padding:12px 20px; margin:32px 0 16px; color:#222;\"><strong>\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3067MCTS\u3092\u52b9\u7387\u5316\u3067\u304d\u307e\u3059<\/strong><\/h2><p class=\"wp-block-paragraph\">AlphaZero\u7cfb\u306e\u65b9\u6cd5\u3067\u306f\u3001\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u304c\u5404\u72b6\u614b\u306e\u884c\u52d5\u4e8b\u524d\u5206\u5e03\u3068\u4fa1\u5024\u3092\u4e88\u6e2c\u3057\u3001MCTS\u306e\u5c55\u958b\u3068\u8a55\u4fa1\u3092\u652f\u63f4\u3057\u307e\u3059\u3002\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u3092\u5b8c\u5168\u306a\u30e9\u30f3\u30c0\u30e0\u30d7\u30ec\u30a4\u30a2\u30a6\u30c8\u304b\u3089\u7f6e\u304d\u63db\u3048\u3001\u63a2\u7d22\u7d50\u679c\u3092\u5b66\u7fd2\u30c7\u30fc\u30bf\u3068\u3057\u3066\u65b9\u7b56\u3068\u4fa1\u5024\u3092\u66f4\u65b0\u3057\u307e\u3059\u3002Google DeepMind\u306emctx\u306f\u3001AlphaZero\u3084MuZero\u306a\u3069\u306eMCTS\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092JAX\u3067\u5b9f\u88c5\u3059\u308b\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3059\u3002<\/p>\n<p class=\"wp-block-paragraph\">\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u4e88\u6e2c\u304c\u504f\u308b\u3068\u3001\u63a2\u7d22\u3082\u540c\u3058\u504f\u308a\u3092\u5f37\u3081\u307e\u3059\u3002\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306a\u3057\u306eMCTS\u3001\u65b9\u7b56\u3060\u3051\u3001\u4fa1\u5024\u3060\u3051\u306a\u3069\u306e\u30a2\u30d6\u30ec\u30fc\u30b7\u30e7\u30f3\u3092\u884c\u3044\u3001\u63a2\u7d22\u56de\u6570\u3068\u6027\u80fd\u306e\u95a2\u4fc2\u3092\u6bd4\u8f03\u3057\u307e\u3059\u3002<\/p>\n<h2 id=\"workflow\" class=\"wp-block-heading\" style=\"background:#c3d3e1; padding:12px 20px; margin:32px 0 16px; color:#222;\"><strong>MCTS\u306e\u5c0e\u5165\u306f\u8a08\u7b97\u4e88\u7b97\u3068\u74b0\u5883\u30e2\u30c7\u30eb\u3092\u5b9a\u7fa9\u3057\u307e\u3059<\/strong><\/h2><ul class=\"wp-block-list\"><li><strong>\u72b6\u614b\u3068\u884c\u52d5\u3092\u5b9a\u7fa9\u3059\u308b\uff1a<\/strong>\u6728\u306e\u30ce\u30fc\u30c9\u30fb\u30a8\u30c3\u30b8\u306b\u5bfe\u5fdc\u3059\u308b\u60c5\u5831\u3068\u7121\u52b9\u884c\u52d5\u3092\u6c7a\u3081\u308b\u3002<\/li><li><strong>\u9077\u79fb\u3092\u5b9f\u88c5\u3059\u308b\uff1a<\/strong>\u5b9f\u74b0\u5883\u307e\u305f\u306f\u30b7\u30df\u30e5\u30ec\u30fc\u30bf\u30fc\u3067\u6b21\u72b6\u614b\u3092\u518d\u73fe\u3059\u308b\u3002<\/li><li><strong>\u8a08\u7b97\u4e88\u7b97\u3092\u56fa\u5b9a\u3059\u308b\uff1a<\/strong>\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u56de\u6570\u3001\u6642\u9593\u3001\u6df1\u3055\u3001\u30e1\u30e2\u30ea\u3092\u6c7a\u3081\u308b\u3002<\/li><li><strong>\u63a2\u7d22\u6307\u6a19\u3092\u8abf\u6574\u3059\u308b\uff1a<\/strong>UCT\u4fc2\u6570\u3001\u4e8b\u524d\u5206\u5e03\u3001\u679d\u5208\u308a\u6761\u4ef6\u3092\u6bd4\u8f03\u3059\u308b\u3002<\/li><li><strong>\u30d9\u30fc\u30b9\u30e9\u30a4\u30f3\u3068\u6bd4\u8f03\u3059\u308b\uff1a<\/strong>\u8caa\u6b32\u6cd5\u3001\u30e9\u30f3\u30c0\u30e0\u3001\u6df1\u3055\u56fa\u5b9a\u63a2\u7d22\u3068\u8a55\u4fa1\u3059\u308b\u3002<\/li><li><strong>\u672c\u756a\u5236\u7d04\u3092\u76e3\u8996\u3059\u308b\uff1a<\/strong>\u6642\u9593\u8d85\u904e\u3001\u7121\u52b9\u884c\u52d5\u3001\u30b7\u30df\u30e5\u30ec\u30fc\u30bf\u30fc\u3068\u73fe\u5b9f\u306e\u5dee\u306b\u5bfe\u5fdc\u3059\u308b\u3002<\/li><\/ul>\n<h2 id=\"evaluation\" class=\"wp-block-heading\" style=\"background:#c3d3e1; padding:12px 20px; margin:32px 0 16px; color:#222;\"><strong>\u8a55\u4fa1\u306f\u52dd\u7387\u3068\u8a08\u7b97\u52b9\u7387\u3092\u540c\u6642\u306b\u6e2c\u308a\u307e\u3059<\/strong><\/h2><p class=\"wp-block-paragraph\">\u30b2\u30fc\u30e0\u306a\u3089\u52dd\u7387\u3001\u5230\u9054\u7387\u3001\u76f8\u624b\u306e\u5f37\u3055\u5225\u306e\u6027\u80fd\u3092\u6e2c\u308a\u307e\u3059\u3002\u696d\u52d9\u8a08\u753b\u306a\u3089\u76ee\u7684\u5024\u3001\u5236\u7d04\u9055\u53cd\u3001\u89e3\u306e\u5b89\u5b9a\u6027\u3001\u8a08\u753b\u751f\u6210\u6642\u9593\u3092\u6e2c\u5b9a\u3057\u307e\u3059\u3002\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u56de\u6570\u3084\u5236\u9650\u6642\u9593\u3092\u5909\u3048\u3001\u8a08\u7b97\u4e88\u7b97\u3042\u305f\u308a\u306e\u6539\u5584\u3092\u6bd4\u8f03\u3057\u307e\u3059\u3002<\/p><p class=\"wp-block-paragraph\">\u63a2\u7d22\u6728\u306f\u72b6\u614b\u6570\u304c\u5897\u3048\u308b\u3068\u6025\u901f\u306b\u5927\u304d\u304f\u306a\u308a\u307e\u3059\u3002\u91cd\u8907\u72b6\u614b\u306e\u691c\u51fa\u3001\u8ee2\u7f6e\u8868\u3001\u679d\u5208\u308a\u3001\u4e26\u5217\u5316\u306e\u52b9\u679c\u3092\u8a55\u4fa1\u3057\u3001\u30e1\u30e2\u30ea\u4e0a\u9650\u3068\u9045\u5ef6\u4e0a\u9650\u3092\u76e3\u8996\u3057\u307e\u3059\u3002\u30b7\u30df\u30e5\u30ec\u30fc\u30bf\u30fc\u306e\u8aa4\u5dee\u304c\u3042\u308b\u5834\u5408\u306f\u3001\u73fe\u5b9f\u30ed\u30b0\u3084\u4eba\u624b\u30ec\u30d3\u30e5\u30fc\u3067\u5019\u88dc\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002<\/p>\n<h2 id=\"pitfalls\" class=\"wp-block-heading\" style=\"background:#c3d3e1; padding:12px 20px; margin:32px 0 16px; color:#222;\"><strong>MCTS\u3067\u8d77\u304d\u3084\u3059\u3044\u5931\u6557\u3068\u5bfe\u7b56<\/strong><\/h2><h3 id=\"model\" class=\"wp-block-heading\"><strong>\u30b7\u30df\u30e5\u30ec\u30fc\u30bf\u30fc\u306e\u8aa4\u5dee\u3092\u6700\u9069\u5316\u3059\u308b<\/strong><\/h3><p class=\"wp-block-paragraph\">\u9077\u79fb\u3001\u9045\u5ef6\u3001\u76f8\u624b\u3001\u30b3\u30b9\u30c8\u3092\u73fe\u5b9f\u306b\u5408\u308f\u305b\u3001\u73fe\u5b9f\u30ed\u30b0\u3067\u5019\u88dc\u3092\u691c\u8a3c\u3057\u307e\u3059\u3002<\/p><h3 id=\"budget\" class=\"wp-block-heading\"><strong>\u8a08\u7b97\u6642\u9593\u3092\u8d85\u904e\u3059\u308b<\/strong><\/h3><p class=\"wp-block-paragraph\">\u6642\u9593\u30fb\u30e1\u30e2\u30ea\u4e0a\u9650\u3001\u65e9\u671f\u7d42\u4e86\u3001\u524d\u56de\u6728\u306e\u518d\u5229\u7528\u3001\u5019\u88dc\u306e\u5236\u9650\u3092\u5b9f\u88c5\u3057\u307e\u3059\u3002<\/p><h3 id=\"bias\" class=\"wp-block-heading\"><strong>\u4e8b\u524d\u65b9\u7b56\u306e\u504f\u308a\u3092\u5f37\u3081\u308b<\/strong><\/h3><p class=\"wp-block-paragraph\">\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306a\u3057\u306e\u30d9\u30fc\u30b9\u30e9\u30a4\u30f3\u3084\u5225\u521d\u671f\u5316\u3068\u6bd4\u8f03\u3057\u3001\u63a2\u7d22\u6307\u6a19\u3068\u4e8b\u524d\u5206\u5e03\u3092\u76e3\u67fb\u3057\u307e\u3059\u3002<\/p>\n<h2 id=\"summary\" class=\"wp-block-heading\" style=\"background:#c3d3e1; padding:12px 20px; margin:32px 0 16px; color:#222;\"><strong>\u30e2\u30f3\u30c6\u30ab\u30eb\u30ed\u6728\u63a2\u7d22\u306f\u9650\u3089\u308c\u305f\u8a08\u7b97\u3067\u6709\u671b\u306a\u672a\u6765\u3092\u63a2\u3057\u307e\u3059<\/strong><\/h2><p class=\"wp-block-paragraph\">MCTS\u306f\u9078\u629e\u30fb\u5c55\u958b\u30fb\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u30fb\u9006\u4f1d\u64ad\u3092\u7e70\u308a\u8fd4\u3057\u3001\u63a2\u7d22\u3068\u6d3b\u7528\u306e\u30d0\u30e9\u30f3\u30b9\u3092\u53d6\u308a\u306a\u304c\u3089\u6b21\u306e\u884c\u52d5\u3092\u6c7a\u3081\u307e\u3059\u3002UCT\u3001\u65b9\u7b56\u30fb\u4fa1\u5024\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3001\u679d\u5208\u308a\u3067\u8a08\u7b97\u3092\u52b9\u7387\u5316\u3067\u304d\u307e\u3059\u3002<\/p><p class=\"wp-block-paragraph\">\u5c0e\u5165\u3067\u306f\u3001\u74b0\u5883\u30e2\u30c7\u30eb\u3001\u8a08\u7b97\u4e88\u7b97\u3001\u7121\u52b9\u884c\u52d5\u3001\u6642\u9593\u30fb\u30e1\u30e2\u30ea\u4e0a\u9650\u3092\u5b9a\u7fa9\u3057\u307e\u3059\u3002\u52dd\u7387\u3084\u76ee\u7684\u5024\u3060\u3051\u3067\u306a\u304f\u3001\u8a08\u7b97\u52b9\u7387\u3001\u30b7\u30df\u30e5\u30ec\u30fc\u30bf\u30fc\u3068\u306e\u5dee\u3001\u63a2\u7d22\u306e\u504f\u308a\u3092\u8a55\u4fa1\u3057\u3001\u6bb5\u968e\u7684\u306b\u672c\u756a\u3078\u79fb\u3057\u307e\u3059\u3002<\/p>\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><p class=\"wp-block-paragraph\">\u3053\u3053\u3067\u306f\u3001\u30e2\u30f3\u30c6\u30ab\u30eb\u30ed\u6728\u63a2\u7d22\u306b\u3064\u3044\u3066\u3088\u304f\u3042\u308b\u7591\u554f\u306b\u56de\u7b54\u3057\u307e\u3059\u3002<\/p>\n<h3 id=\"faq-definition\" class=\"wp-block-heading\"><strong>Q. \u30e2\u30f3\u30c6\u30ab\u30eb\u30ed\u6728\u63a2\u7d22\u3068\u306f\u4f55\u3067\u3059\u304b\uff1f<\/strong><\/h3><p class=\"wp-block-paragraph\">\u5019\u88dc\u3092\u6728\u69cb\u9020\u3067\u5c55\u958b\u3057\u3001\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u3092\u7e70\u308a\u8fd4\u3057\u3066\u5c06\u6765\u4fa1\u5024\u304c\u9ad8\u3044\u884c\u52d5\u3092\u9078\u3076\u63a2\u7d22\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3067\u3059\u3002<\/p>\n<h3 id=\"faq-steps\" class=\"wp-block-heading\"><strong>Q. MCTS\u306e4\u6bb5\u968e\u306f\u4f55\u3067\u3059\u304b\uff1f<\/strong><\/h3><p class=\"wp-block-paragraph\">\u9078\u629e\u3001\u5c55\u958b\u3001\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u3001\u9006\u4f1d\u64ad\u3092\u7e70\u308a\u8fd4\u3057\u3001\u30ce\u30fc\u30c9\u306e\u8a2a\u554f\u56de\u6570\u3068\u4fa1\u5024\u3092\u66f4\u65b0\u3057\u307e\u3059\u3002<\/p>\n<h3 id=\"faq-uct\" class=\"wp-block-heading\"><strong>Q. UCT\u306f\u4f55\u306e\u305f\u3081\u306b\u4f7f\u3044\u307e\u3059\u304b\uff1f<\/strong><\/h3><p class=\"wp-block-paragraph\">\u65e2\u77e5\u306e\u9ad8\u4fa1\u5024\u306a\u679d\u3092\u4f7f\u3046\u6d3b\u7528\u3068\u3001\u672a\u63a2\u7d22\u306e\u679d\u3092\u8a66\u3059\u63a2\u7d22\u306e\u30d0\u30e9\u30f3\u30b9\u3092\u53d6\u308b\u305f\u3081\u306b\u4f7f\u3044\u307e\u3059\u3002<\/p>\n<h3 id=\"faq-deep\" class=\"wp-block-heading\"><strong>Q. \u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3068\u7d44\u307f\u5408\u308f\u305b\u3089\u308c\u307e\u3059\u304b\uff1f<\/strong><\/h3><p class=\"wp-block-paragraph\">\u7d44\u307f\u5408\u308f\u305b\u3089\u308c\u307e\u3059\u3002\u884c\u52d5\u306e\u4e8b\u524d\u5206\u5e03\u3068\u72b6\u614b\u4fa1\u5024\u3092\u4e88\u6e2c\u3057\u3001MCTS\u306e\u5c55\u958b\u30fb\u8a55\u4fa1\u3092\u52b9\u7387\u5316\u3057\u307e\u3059\u3002<\/p>\n<h3 id=\"faq-production\" class=\"wp-block-heading\"><strong>Q. \u5c0e\u5165\u6642\u306b\u4f55\u3092\u8a55\u4fa1\u3057\u307e\u3059\u304b\uff1f<\/strong><\/h3><p class=\"wp-block-paragraph\">\u52dd\u7387\u3084\u76ee\u7684\u5024\u306b\u52a0\u3048\u3001\u8a08\u7b97\u6642\u9593\u3001\u30e1\u30e2\u30ea\u3001\u30b7\u30df\u30e5\u30ec\u30fc\u30bf\u30fc\u3068\u73fe\u5b9f\u306e\u5dee\u3001\u5236\u7d04\u9055\u53cd\u3092\u8a55\u4fa1\u3057\u307e\u3059\u3002<\/p>\n<script type=\"application\/ld+json\">{\"@context\":\"https:\/\/schema.org\",\"@type\":\"FAQPage\",\"mainEntity\":[{\"@type\":\"Question\",\"name\":\"\u30e2\u30f3\u30c6\u30ab\u30eb\u30ed\u6728\u63a2\u7d22\u3068\u306f\u4f55\u3067\u3059\u304b\uff1f\",\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"\u5019\u88dc\u3092\u6728\u69cb\u9020\u3067\u5c55\u958b\u3057\u3001\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u3092\u7e70\u308a\u8fd4\u3057\u3066\u5c06\u6765\u4fa1\u5024\u304c\u9ad8\u3044\u884c\u52d5\u3092\u9078\u3076\u63a2\u7d22\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3067\u3059\u3002\"}},{\"@type\":\"Question\",\"name\":\"MCTS\u306e4\u6bb5\u968e\u306f\u4f55\u3067\u3059\u304b\uff1f\",\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"\u9078\u629e\u3001\u5c55\u958b\u3001\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u3001\u9006\u4f1d\u64ad\u3092\u7e70\u308a\u8fd4\u3057\u3001\u30ce\u30fc\u30c9\u306e\u8a2a\u554f\u56de\u6570\u3068\u4fa1\u5024\u3092\u66f4\u65b0\u3057\u307e\u3059\u3002\"}},{\"@type\":\"Question\",\"name\":\"UCT\u306f\u4f55\u306e\u305f\u3081\u306b\u4f7f\u3044\u307e\u3059\u304b\uff1f\",\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"\u65e2\u77e5\u306e\u9ad8\u4fa1\u5024\u306a\u679d\u3092\u4f7f\u3046\u6d3b\u7528\u3068\u3001\u672a\u63a2\u7d22\u306e\u679d\u3092\u8a66\u3059\u63a2\u7d22\u306e\u30d0\u30e9\u30f3\u30b9\u3092\u53d6\u308b\u305f\u3081\u306b\u4f7f\u3044\u307e\u3059\u3002\"}},{\"@type\":\"Question\",\"name\":\"\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3068\u7d44\u307f\u5408\u308f\u305b\u3089\u308c\u307e\u3059\u304b\uff1f\",\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"\u7d44\u307f\u5408\u308f\u305b\u3089\u308c\u307e\u3059\u3002\u884c\u52d5\u306e\u4e8b\u524d\u5206\u5e03\u3068\u72b6\u614b\u4fa1\u5024\u3092\u4e88\u6e2c\u3057\u3001MCTS\u306e\u5c55\u958b\u30fb\u8a55\u4fa1\u3092\u52b9\u7387\u5316\u3057\u307e\u3059\u3002\"}},{\"@type\":\"Question\",\"name\":\"\u5c0e\u5165\u6642\u306b\u4f55\u3092\u8a55\u4fa1\u3057\u307e\u3059\u304b\uff1f\",\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"\u52dd\u7387\u3084\u76ee\u7684\u5024\u306b\u52a0\u3048\u3001\u8a08\u7b97\u6642\u9593\u3001\u30e1\u30e2\u30ea\u3001\u30b7\u30df\u30e5\u30ec\u30fc\u30bf\u30fc\u3068\u73fe\u5b9f\u306e\u5dee\u3001\u5236\u7d04\u9055\u53cd\u3092\u8a55\u4fa1\u3057\u307e\u3059\u3002\"}}]}<\/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><ul class=\"wp-block-list\"><li><a href=\"https:\/\/github.com\/google-deepmind\/mctx\" target=\"_blank\" rel=\"noopener\">Google DeepMind\u300cmctx\u300d<\/a><\/li><li><a href=\"https:\/\/github.com\/google-deepmind\/open_spiel\/blob\/master\/docs\/algorithms.md\" target=\"_blank\" rel=\"noopener\">Google DeepMind OpenSpiel\u300cAlgorithms\u300d<\/a><\/li><li><a href=\"https:\/\/spinningup.openai.com\/en\/latest\/rl_intro.html\" target=\"_blank\" rel=\"noopener\">OpenAI Spinning Up\u300cKey Concepts in RL\u300d<\/a><\/li><\/ul>\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\" srcset=\"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 967w, https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2026-02-27-145451-300x178.png 300w, https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2026-02-27-145451-768x455.png 768w\" sizes=\"auto, (max-width: 967px) 100vw, 967px\" \/><\/a><\/figure>\n\n\n\n<div style=\"border:1px solid #d9e2ec; border-radius:12px; padding:24px; background:#f8fbff; margin:32px 0;\">\n<div style=\"font-size:22px; font-weight:bold; margin-bottom:20px; color:#1a1a1a;\">\n    \u57f7\u7b46\u8005\u30d7\u30ed\u30d5\u30a3\u30fc\u30eb\n  <\/div>\n<div style=\"display:flex; align-items:flex-start; gap:20px; flex-wrap:wrap;\">\n<div style=\"flex:0 0 120px;\">\n      <img decoding=\"async\" src=\"https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2026\/03\/\u30d7\u30ed\u30d5\u753b\u50cf.png\" alt=\"\u5f35\u7530\u8c37\u51cc\u592e\" style=\"width:120px; height:120px; object-fit:cover; border-radius:50%; display:block;\">\n    <\/div>\n<div style=\"flex:1; min-width:240px;\">\n<div style=\"font-size:20px; font-weight:bold; margin-bottom:12px; color:#1a1a1a;\">\n        \u5f35\u7530\u8c37\u51cc\u592e\n      <\/div>\n<p style=\"margin:0; line-height:1.9; color:#333333; font-size:15px;\">\n        \u682a\u5f0f\u4f1a\u793eripla 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