{"id":7262,"date":"2026-07-28T09:24:49","date_gmt":"2026-07-28T00:24:49","guid":{"rendered":"https:\/\/techfun.cc\/?p=7262"},"modified":"2026-07-28T09:24:49","modified_gmt":"2026-07-28T00:24:49","slug":"generative-ai-output-loop-cost-control","status":"publish","type":"post","link":"https:\/\/techfun.cc\/generative-ai\/generative-ai-output-loop-cost-control.html","title":{"rendered":"\u751f\u6210AI\u306e\u51fa\u529b\u30eb\u30fc\u30d7\u3092\u3069\u3046\u9632\u3050\uff1f\u60f3\u5b9a\u5916\u306e\u30b3\u30b9\u30c8\u5897\u3092\u6291\u3048\u308b\u305f\u3081\u306e\u5bfe\u7b56"},"content":{"rendered":"<h3 id=\"section-1\" class=\"Heading Title Title--m\">\u306f\u3058\u3081\u306b<\/h3>\n<p>\u751f\u6210AI\u3092\u30b7\u30b9\u30c6\u30e0\u306b\u7d44\u307f\u8fbc\u3080\u3068\u304d\u3001\u56de\u7b54\u306e\u7cbe\u5ea6\u3084\u51e6\u7406\u901f\u5ea6\u3068\u3042\u308f\u305b\u3066\u8003\u3048\u3066\u304a\u304d\u305f\u3044\u306e\u304c\u3001\u7570\u5e38\u306a\u30c8\u30fc\u30af\u30f3\u6d88\u8cbb\u3078\u306e\u5099\u3048\u3067\u3059\u3002<br \/>\n\u751f\u6210AI\u304c\u540c\u3058\u3088\u3046\u306a\u5185\u5bb9\u3092\u7e70\u308a\u8fd4\u3057\u3001\u5fc5\u8981\u4ee5\u4e0a\u306b\u9577\u3044\u51fa\u529b\u3092\u7d9a\u3051\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u306e\u72b6\u614b\u3092\u898b\u9003\u3059\u3068\u3001\u51e6\u7406\u304c\u5b8c\u4e86\u3057\u306a\u3044\u3060\u3051\u3067\u306a\u304f\u3001\u5f93\u91cf\u8ab2\u91d1\u306eAPI\u5229\u7528\u6599\u304c\u60f3\u5b9a\u4ee5\u4e0a\u306b\u5897\u3048\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<br \/>\n\u6700\u5927\u51fa\u529b\u30c8\u30fc\u30af\u30f3\u6570\u304c\u5927\u304d\u3044\u72b6\u614b\u3067\u53cd\u5fa9\u304c\u7d9a\u304f\u3068\u3001\u5229\u7528\u3067\u304d\u308b\u56de\u7b54\u304c\u5f97\u3089\u308c\u306a\u3044\u307e\u307e\u3001\u51fa\u529b\u30c8\u30fc\u30af\u30f3\u6570\u3001\u51e6\u7406\u6642\u9593\u3001API\u5229\u7528\u6599\u304c\u5897\u52a0\u3057\u307e\u3059\u3002\u3055\u3089\u306b\u3001\u540c\u3058\u6761\u4ef6\u3067\u81ea\u52d5\u518d\u8a66\u884c\u3059\u308b\u69cb\u6210\u3067\u306f\u3001\u5931\u6557\u3059\u308b\u305f\u3073\u306b\u5165\u529b\u3068\u51fa\u529b\u306e\u6599\u91d1\u304c\u91cd\u306a\u308a\u307e\u3059\u30021\u56de\u3042\u305f\u308a\u306e\u5dee\u984d\u304c\u5c0f\u3055\u304f\u3066\u3082\u3001\u51e6\u7406\u4ef6\u6570\u304c\u591a\u3044\u30b7\u30b9\u30c6\u30e0\u3067\u306f\u6708\u5358\u4f4d\u306e\u30b3\u30b9\u30c8\u306b\u7121\u8996\u3067\u304d\u306a\u3044\u5dee\u304c\u751f\u3058\u307e\u3059\u3002<br \/>\n\u672c\u8a18\u4e8b\u3067\u306f\u3001\u3053\u306e\u3088\u3046\u306a\u53cd\u5fa9\u51fa\u529b\u3092\u300c\u51fa\u529b\u30eb\u30fc\u30d7\u300d\u3068\u547c\u3073\u3001\u30b3\u30b9\u30c8\u304c\u5897\u3048\u308b\u4ed5\u7d44\u307f\u3068\u3001\u51fa\u529b\u4e0a\u9650\u3001\u518d\u8a66\u884c\u3001\u76e3\u8996\u306b\u3088\u308b\u5bfe\u7b56\u3092\u6574\u7406\u3057\u307e\u3059\u3002<\/p>\n<p><img decoding=\"async\" src=\"\/wp-content\/uploads\/2026\/07\/generative-ai-output-loop-cost-control-overview.png\" alt=\"\u751f\u6210AI\u306e\u51fa\u529b\u30eb\u30fc\u30d7\u304c\u5927\u91cf\u306e\u51fa\u529b\u30c8\u30fc\u30af\u30f3\u3068\u60f3\u5b9a\u5916\u306e\u30b3\u30b9\u30c8\u5897\u306b\u3064\u306a\u304c\u308b\u5168\u4f53\u50cf\" class=\"content_img\" \/><\/p>\n<div class=\"Image-caption\">\u751f\u6210AI\u306e\u51fa\u529b\u30eb\u30fc\u30d7\u304c\u5927\u91cf\u306e\u51fa\u529b\u30c8\u30fc\u30af\u30f3\u3068\u60f3\u5b9a\u5916\u306e\u30b3\u30b9\u30c8\u5897\u306b\u3064\u306a\u304c\u308b\u5168\u4f53\u50cf<\/div>\n<h3 id=\"section-2\" class=\"Heading Title Title--m\">\u51fa\u529b\u30eb\u30fc\u30d7\u3068\u306f<\/h3>\n<p>\u672c\u8a18\u4e8b\u306b\u304a\u3051\u308b\u51fa\u529b\u30eb\u30fc\u30d7\u3068\u306f\u3001\u30e2\u30c7\u30eb\u304c\u540c\u4e00\u307e\u305f\u306f\u985e\u4f3c\u3059\u308b\u8868\u73fe\u3092\u7e70\u308a\u8fd4\u3057\u3001\u5fc5\u8981\u306a\u56de\u7b54\u3092\u5b8c\u6210\u3055\u305b\u306a\u3044\u307e\u307e\u51fa\u529b\u4e0a\u9650\u4ed8\u8fd1\u307e\u3067\u751f\u6210\u3092\u7d9a\u3051\u308b\u72b6\u614b\u3067\u3059\u3002\u53b3\u5bc6\u306b\u306f\u6700\u5927\u51fa\u529b\u30c8\u30fc\u30af\u30f3\u6570\u3067\u505c\u6b62\u3059\u308b\u305f\u3081\u7121\u9650\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u304c\u3001\u4e0a\u9650\u304c\u5927\u304d\u3044\u5834\u5408\u3084\u518d\u8a66\u884c\u304c\u91cd\u306a\u308b\u5834\u5408\u306b\u306f\u3001\u904b\u7528\u4e0a\u7121\u8996\u3067\u304d\u306a\u3044\u554f\u984c\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<h4 id=\"section-2-1\" class=\"Heading Title Title--s\">Structured Outputs\u3067\u8d77\u3053\u308b\u51fa\u529b\u30eb\u30fc\u30d7<\/h4>\n<p>\u751f\u6210AI\u306e\u56de\u7b54\u3092\u5f8c\u7d9a\u51e6\u7406\u3067\u6271\u3046\u5834\u5408\u3001Structured Outputs\uff08\u69cb\u9020\u5316\u51fa\u529b\uff09\u304c\u5229\u7528\u3067\u304d\u307e\u3059\u3002Structured Outputs\u306f\u3001\u3042\u3089\u304b\u3058\u3081\u5b9a\u7fa9\u3057\u305f\u30b9\u30ad\u30fc\u30de\u306b\u6cbf\u3063\u3066\u3001JSON\u306a\u3069\u306e\u6c7a\u3081\u3089\u308c\u305f\u5f62\u5f0f\u3067\u56de\u7b54\u3092\u751f\u6210\u3055\u305b\u308b\u4ed5\u7d44\u307f\u3067\u3059\u3002<br \/>\n\u30e2\u30c7\u30eb\u304c\u751f\u6210\u3057\u305fJSON\u3092Pydantic\u3067\u691c\u8a3c\u3057\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u5185\u306e\u30c7\u30fc\u30bf\u3078\u5909\u63db\u3059\u308c\u3070\u3001\u81ea\u7531\u8a18\u8ff0\u306e\u56de\u7b54\u3092\u6271\u3046\u5834\u5408\u3068\u6bd4\u3079\u3066\u51fa\u529b\u5f62\u5f0f\u3092\u5b89\u5b9a\u3055\u305b\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002<br \/>\nStructured Outputs\u306e\u57fa\u672c\u3068\u3001Pydantic\u3092\u4f7f\u3063\u305f\u691c\u8a3c\u65b9\u6cd5\u306b\u3064\u3044\u3066\u306f\u3001\u4ee5\u4e0b\u306e\u8a18\u4e8b\u3067\u89e3\u8aac\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<a class=\"Internal-post\" href=\"https:\/\/techfun.cc\/generative-ai\/structured-outputs-basics-and-practice.html\"><div class=\"Internal-post__thumb\" style=\"background: url(\/wp-content\/uploads\/2026\/03\/structured-outputs-basics-and-practice-scaled.png) no-repeat; background-size: cover; background-position: 50% 50%;\"><\/div><div class=\"Internal-post-content\"><div class=\"Category Category--generative-ai\"> \u751f\u6210AI\u95a2\u9023<\/div><div class=\"Internal-post__title\">Structured Outputs\u306e\u57fa\u672c\u3068\u5b9f\u8df5<\/div><\/div><\/a>\n<p>\u3053\u3053\u304b\u3089\u306f\u3001\u5f0a\u793e\u5185\u3067\u4f7f\u7528\u3057\u3066\u3044\u308b\u751f\u6210AI\u30b7\u30b9\u30c6\u30e0\u3092\u3082\u3068\u306b\u8aac\u660e\u3057\u307e\u3059\u3002\u3053\u306e\u30b7\u30b9\u30c6\u30e0\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u304b\u3089\u53d7\u3051\u53d6\u3063\u305f\u60c5\u5831\u3092\u3082\u3068\u306b\u3001\u5f8c\u7d9a\u51e6\u7406\u3067\u5229\u7528\u3059\u308bJSON\u3092\u751f\u6210\u3057\u307e\u3059\u3002\u4e3b\u306a\u69cb\u6210\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n<table class=\"Base-table\">\n<tr>\n<th>\u9805\u76ee<\/th>\n<th>\u8a2d\u5b9a\u30fb\u72b6\u6cc1<\/th>\n<\/tr>\n<tr>\n<td>\u30e2\u30c7\u30eb<\/td>\n<td>Gemini 2.5 Flash-Lite<\/td>\n<\/tr>\n<tr>\n<td>\u63a8\u8ad6\u8a2d\u5b9a<\/td>\n<td>\u63a8\u8ad6\u306a\u3057<\/td>\n<\/tr>\n<tr>\n<td>temperature<\/td>\n<td>\u7d040.8<\/td>\n<\/tr>\n<tr>\n<td>\u51fa\u529b\u5f62\u5f0f<\/td>\n<td>Structured Outputs\u3092\u5229\u7528\u3057\u305fJSON<\/td>\n<\/tr>\n<tr>\n<td>\u5f8c\u7d9a\u51e6\u7406<\/td>\n<td>Pydantic\u306b\u3088\u308b\u30c7\u30fc\u30bf\u5909\u63db\u30fb\u691c\u8a3c<\/td>\n<\/tr>\n<\/table>\n<p>\u901a\u5e38\u3067\u3042\u308c\u3070\u3001\u30e2\u30c7\u30eb\u304cJSON\u3092\u5b8c\u6210\u3055\u305b\u3001Pydantic\u306b\u3088\u308b\u691c\u8a3c\u3092\u7d4c\u3066\u5f8c\u7d9a\u51e6\u7406\u3078\u9032\u307f\u307e\u3059\u3002\u3057\u304b\u3057\u3001\u540c\u3058\u30d5\u30a3\u30fc\u30eb\u30c9\u306e\u5185\u5bb9\u3092\u7e70\u308a\u8fd4\u3059\u3068\u3001JSON\u3092\u9589\u3058\u308b\u524d\u306b\u51fa\u529b\u4e0a\u9650\u3078\u5230\u9054\u3057\u3001JSON\u304c\u5b8c\u6210\u305b\u305a\u3001\u30c7\u30fc\u30bf\u3078\u5909\u63db\u3067\u304d\u306a\u3044\u307e\u307e\u51e6\u7406\u304c\u7d42\u4e86\u3057\u307e\u3059\u3002<br \/>\nGemini 2.5 Flash-Lite\u306e\u6700\u5927\u51fa\u529b\u30c8\u30fc\u30af\u30f3\u6570\u306f65,536\u30c8\u30fc\u30af\u30f3\u3067\u3059\uff08<a href=\"https:\/\/ai.google.dev\/gemini-api\/docs\/models\/gemini-2.5-flash-lite\" class=\"Ext\">Gemini 2.5 Flash-Lite<\/a>\uff09\u3002\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u5074\u3067\u73fe\u5b9f\u7684\u306a\u4e0a\u9650\u3092\u8a2d\u3051\u3066\u3044\u306a\u3051\u308c\u3070\u3001\u5229\u7528\u53ef\u80fd\u306a\u30c7\u30fc\u30bf\u3092\u53d6\u5f97\u3067\u304d\u306a\u3044\u307e\u307e\u3001\u4ed5\u69d8\u4e0a\u9650\u307e\u3067\u51fa\u529b\u6599\u91d1\u304c\u7a4d\u307f\u4e0a\u304c\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<h4 id=\"section-2-2\" class=\"Heading Title Title--s\">\u51fa\u529b\u30eb\u30fc\u30d7\u306e\u4f8b<\/h4>\n<p>\u5f0a\u793e\u30b7\u30b9\u30c6\u30e0\u3067\u51fa\u529b\u30eb\u30fc\u30d7\u304c\u8d77\u3053\u3063\u305f\u4f8b\u3067\u3059\u3002<br \/>\n\u4e0b\u8a18\u306f\u6700\u5927\u51fa\u529b\u30c8\u30fc\u30af\u30f3\u6570\u30921,000\u30c8\u30fc\u30af\u30f3\u306b\u8a2d\u5b9a\u3057\u3066\u3044\u305f\u305f\u3081\u30011,000\u30c8\u30fc\u30af\u30f3\u306e\u51fa\u529b\u3067\u505c\u6b62\u3057\u3066\u3044\u307e\u3059\u3002\u73fe\u5b9f\u7684\u306a\u4e0a\u9650\u3092\u8a2d\u5b9a\u3057\u3066\u304a\u3089\u305a\u3001\u53cd\u5fa9\u304c\u7d9a\u3044\u305f\u5834\u5408\u306f\u3001\u30e2\u30c7\u30eb\u306e\u4ed5\u69d8\u4e0a\u9650\u307e\u3067\u6d88\u8cbb\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p><img decoding=\"async\" src=\"\/wp-content\/uploads\/2026\/07\/generative-ai-output-loop-cost-control-screenshot-loop-log.png\" alt=\"\u540c\u4e00\u307e\u305f\u306f\u985e\u4f3c\u3059\u308b\u5185\u5bb9\u304c\u7e70\u308a\u8fd4\u3055\u308c\u305f\u51fa\u529b\u30eb\u30fc\u30d7\u767a\u751f\u6642\u306e\u30ed\u30b0\" class=\"content_img\" \/><\/p>\n<div class=\"Image-caption\">\u3042\u308b\u30d5\u30a3\u30fc\u30eb\u30c9\u306e\u53cd\u5fa9\u306b\u3088\u308a\u3001Structured Outputs\u306e\u53d6\u5f97\u30a8\u30e9\u30fc\u304c\u8a18\u9332\u3055\u308c\u305f\u51fa\u529b\u30eb\u30fc\u30d7\u767a\u751f\u6642\u306e\u30ed\u30b0<\/div>\n<p>\u3053\u306e\u30ed\u30b0\u304b\u3089\u306f\u3001\u6b21\u306e\u72b6\u6cc1\u3092\u78ba\u8a8d\u3067\u304d\u307e\u3059\u3002<\/p>\n<table class=\"Base-table\">\n<tr>\n<th>\u30ed\u30b0\u306e\u9805\u76ee<\/th>\n<th>\u78ba\u8a8d\u3067\u304d\u308b\u5185\u5bb9<\/th>\n<\/tr>\n<tr>\n<td><span class=\"Post-inline\">condition_judge_result.reason<\/span><\/td>\n<td>\u540c\u3058\u5224\u5b9a\u5185\u5bb9\uff08\u6761\u4ef61\uff5e\u6761\u4ef66\u3092\u6e80\u305f\u3059\u3053\u3068\uff09\u304c\u7e70\u308a\u8fd4\u3055\u308c\u3066\u3044\u308b\u3002\u51fa\u529b\u5236\u9650\u306b\u5f15\u3063\u304b\u304b\u308a\u3001\u4e2d\u9014\u534a\u7aef\u306a\u7b87\u6240\u3067\u6587\u304c\u9014\u5207\u308c\u3066\u3044\u308b<\/td>\n<\/tr>\n<tr>\n<td><span class=\"Post-inline\">Input Token<\/span><\/td>\n<td>\u5165\u529b\u306f1,521\u30c8\u30fc\u30af\u30f3\u3060\u3063\u305f<\/td>\n<\/tr>\n<tr>\n<td><span class=\"Post-inline\">Output Token (candidate + thinking)<\/span><\/td>\n<td>\u56de\u7b54\u306e\u51fa\u529b\u304c1,000\u30c8\u30fc\u30af\u30f3\u3001\u601d\u8003\u30c8\u30fc\u30af\u30f3\u304c0\u30c8\u30fc\u30af\u30f3\u3067\u3001\u5408\u8a081,000\u30c8\u30fc\u30af\u30f3\u3060\u3063\u305f<\/td>\n<\/tr>\n<tr>\n<td>\u30a8\u30e9\u30fc\u30e1\u30c3\u30bb\u30fc\u30b8<\/td>\n<td>\u300cStructured Output\u306e\u7d50\u679c\u304c\u53d6\u5f97\u3067\u304d\u307e\u305b\u3093\u3067\u3057\u305f\u300d\u3068\u8a18\u9332\u3055\u308c\u3001\u5f8c\u7d9a\u51e6\u7406\u3067\u5229\u7528\u3067\u304d\u308b\u7d50\u679c\u3092\u5f97\u3089\u308c\u306a\u304b\u3063\u305f<\/td>\n<\/tr>\n<\/table>\n<p>\u3064\u307e\u308a\u3001\u51fa\u529b\u30c8\u30fc\u30af\u30f3\u306f\u4e0a\u9650\u5024\u307e\u3067\u6d88\u8cbb\u3055\u308c\u305f\u3046\u3048\u3001\u5229\u7528\u53ef\u80fd\u306a\u30c7\u30fc\u30bf\u3092\u53d6\u5f97\u3067\u304d\u306a\u3044\u307e\u307e\u51e6\u7406\u304c\u7d42\u4e86\u3057\u3066\u3044\u307e\u3057\u305f\u3002<\/p>\n<h4 id=\"section-2-3\" class=\"Heading Title Title--s\">\u5f0a\u793e\u5185\u30b7\u30b9\u30c6\u30e0\u306e\u898f\u6a21\u3067\u30b3\u30b9\u30c8\u3092\u8003\u3048\u308b<\/h4>\n<p>\u307e\u305a\u3001\u8a08\u7b97\u306e\u524d\u63d0\u3068\u306a\u308b\u30b7\u30b9\u30c6\u30e0\u306e\u51e6\u7406\u898f\u6a21\u3068\u51fa\u529b\u30c8\u30fc\u30af\u30f3\u6570\u3092\u6574\u7406\u3057\u307e\u3059\u3002<\/p>\n<table class=\"Base-table\">\n<tr>\n<th>\u9805\u76ee<\/th>\n<th>\u5024<\/th>\n<\/tr>\n<tr>\n<td>\u96c6\u8a08\u671f\u9593<\/td>\n<td>2\u65e5\u9593<\/td>\n<\/tr>\n<tr>\n<td>\u51e6\u7406\u4ef6\u6570<\/td>\n<td>6,225\u4ef6\uff081\u65e5\u5e73\u5747\u7d043,100\u4ef6\uff09<\/td>\n<\/tr>\n<tr>\n<td>\u6b63\u5e38\u6642\u306e\u51fa\u529b\u30c8\u30fc\u30af\u30f3\u6570<\/td>\n<td>1\u4ef6\u3042\u305f\u308a\u5e73\u5747\u7d04426\u30c8\u30fc\u30af\u30f3<\/td>\n<\/tr>\n<tr>\n<td>\u53cd\u5fa9\u51fa\u529b\u304c\u898b\u3089\u308c\u305f\u51e6\u7406<\/td>\n<td>386\u4ef6\u3001\u7d046.2\uff05\uff081\u65e5\u5e73\u5747193\u4ef6\uff09<\/td>\n<\/tr>\n<tr>\n<td>\u30b7\u30b9\u30c6\u30e0\u5074\u306e\u6700\u5927\u51fa\u529b\u30c8\u30fc\u30af\u30f3\u6570<\/td>\n<td>1\u30ea\u30af\u30a8\u30b9\u30c8\u3042\u305f\u308a1,000\u30c8\u30fc\u30af\u30f3<\/td>\n<\/tr>\n<\/table>\n<p>\u3053\u306e\u30b7\u30b9\u30c6\u30e0\u3067\u306f\u3001\u6b63\u5e38\u6642\u306e\u5e73\u5747\u7d04426\u30c8\u30fc\u30af\u30f3\u306b\u5bfe\u3057\u3066\u3001\u51fa\u529b\u306e\u63fa\u308c\u3092\u5438\u53ce\u3067\u304d\u308b\u3088\u3046\u6700\u5927\u51fa\u529b\u30c8\u30fc\u30af\u30f3\u6570\u30921,000\u30c8\u30fc\u30af\u30f3\u306b\u8a2d\u5b9a\u3057\u3066\u3044\u307e\u3057\u305f\u3002\u305d\u306e\u305f\u3081\u3001\u51fa\u529b\u30eb\u30fc\u30d7\u304c\u8d77\u304d\u3066\u3082\u751f\u6210\u306f1,000\u30c8\u30fc\u30af\u30f3\u3067\u505c\u6b62\u3057\u307e\u3059\u3002<br \/>\n\u3053\u306e\u4e0a\u9650\u3092\u8a2d\u5b9a\u305b\u305a\u3001\u30e2\u30c7\u30eb\u306e\u4ed5\u69d8\u4e0a\u9650\u3067\u3042\u308b65,536\u30c8\u30fc\u30af\u30f3\u307e\u3067\u53cd\u5fa9\u304c\u7d9a\u3044\u305f\u5834\u5408\u3001\u6b63\u5e38\u6642\u306e\u7d04154\u500d\u30011,000\u30c8\u30fc\u30af\u30f3\u3067\u505c\u6b62\u3059\u308b\u5834\u5408\u306e\u7d0465\u500d\u306e\u51fa\u529b\u30c8\u30fc\u30af\u30f3\u3092\u6d88\u8cbb\u3057\u307e\u3059\u3002<\/p>\n<table class=\"Base-table\">\n<tr>\n<th><\/th>\n<th>\u6b63\u5e38\u6642\u306e\u5e73\u5747<\/th>\n<th>1,000\u30c8\u30fc\u30af\u30f3\u3067\u505c\u6b62<\/th>\n<th>\u4ed5\u69d8\u4e0a\u9650\u307e\u3067\u7d99\u7d9a<\/th>\n<\/tr>\n<tr>\n<td>1\u56de\u3042\u305f\u308a\u306e\u51fa\u529b\u30c8\u30fc\u30af\u30f3\u6570<\/td>\n<td>\u7d04426<\/td>\n<td>1,000<\/td>\n<td>65,536<\/td>\n<\/tr>\n<tr>\n<td>1\u56de\u3042\u305f\u308a\u306e\u51fa\u529b\u6599\u91d1\uff08\u6982\u7b97\uff09<\/td>\n<td>\u7d040.03\u5186<\/td>\n<td>\u7d040.06\u5186<\/td>\n<td>\u7d044.19\u5186<\/td>\n<\/tr>\n<\/table>\n<p>\u203b \u6599\u91d1\u306f\u30012026\u5e747\u6708\u6642\u70b9\u306eVertex AI\u306b\u304a\u3051\u308bGemini 2.5 Flash-Lite\u306e\u901a\u5e38\u63a8\u8ad6\u306e\u51fa\u529b\u5358\u4fa1\u3001100\u4e07\u30c8\u30fc\u30af\u30f3\u3042\u305f\u308a0.40\u30c9\u30eb\u3092\u3082\u3068\u306b\u6982\u7b97\u3057\u3066\u3044\u307e\u3059\uff08<a href=\"https:\/\/cloud.google.com\/vertex-ai\/generative-ai\/pricing\" class=\"Ext\">Vertex AI\u306e\u6599\u91d1<\/a>\uff09\u30021\u30c9\u30eb160\u5186\u3067\u63db\u7b97\u3057\u3001\u5165\u529b\u30c8\u30fc\u30af\u30f3\u3068\u518d\u8a66\u884c\u306e\u6599\u91d1\u306f\u542b\u3081\u3066\u3044\u307e\u305b\u3093\u3002<\/p>\n<p>1\u65e5\u5e73\u5747193\u4ef6\u306e\u53cd\u5fa9\u51fa\u529b\u304c\u3059\u3079\u30661,000\u30c8\u30fc\u30af\u30f3\u307e\u3067\u7d9a\u3044\u305f\u5834\u5408\u3001\u6b63\u5e38\u6642\u3068\u306e\u5dee\u984d\u306f\u51fa\u529b\u6599\u91d1\u3060\u3051\u30671\u65e5\u7d047\u5186\u3001\u670820\u55b6\u696d\u65e5\u3067\u7d04140\u5186\u3067\u3059\u3002<br \/>\n\u4e00\u65b9\u3001\u6700\u5927\u51fa\u529b\u30c8\u30fc\u30af\u30f3\u6570\u3092\u8a2d\u5b9a\u305b\u305a\u3001\u540c\u3058193\u4ef6\u304c65,536\u30c8\u30fc\u30af\u30f3\u307e\u3067\u7d9a\u304f\u3068\u3001\u53cd\u5fa9\u51fa\u529b\u5206\u306e\u6599\u91d1\u306f1\u65e5\u7d04810\u5186\u3067\u3059\u3002\u6b63\u5e38\u6642\u3068\u306e\u5dee\u984d\u306f1\u65e5\u7d04804\u5186\u3001\u670820\u55b6\u696d\u65e5\u3067\u7d0416,100\u5186\u306b\u306a\u308a\u307e\u3059\u3002\u6b63\u5e38\u6642\u3060\u3051\u306e\u51fa\u529b\u6599\u91d1\u306f1\u65e5\u7d0485\u5186\u3067\u3059\u304c\u3001\u51fa\u529b\u30eb\u30fc\u30d7\u3092\u542b\u3081\u308b\u3068\u7d04889\u5186\u3068\u306a\u308a\u3001\u7d0410.5\u500d\u3067\u3059\u3002<\/p>\n<p>\u81ea\u52d5\u518d\u8a66\u884c\u306e\u56de\u6570\u3092\u5236\u9650\u3057\u3066\u3044\u306a\u3051\u308c\u3070\u3001\u3053\u306e\u5dee\u306f\u3055\u3089\u306b\u5e83\u304c\u308a\u307e\u3059\u3002temperature\u304c\u7d040.8\u3067\u3042\u3063\u3066\u3082\u540c\u69d8\u306e\u51fa\u529b\u304c\u518d\u3073\u9078\u3070\u308c\u308b\u53ef\u80fd\u6027\u306f\u3042\u308a\u3001\u6e29\u5ea6\u3092\u4f4e\u304f\u3059\u308c\u3070\u51fa\u529b\u304c\u5b89\u5b9a\u3059\u308b\u3001\u9ad8\u304f\u3059\u308c\u3070\uff08\u30e9\u30f3\u30c0\u30e0\u6027\u3092\u4e0a\u3052\u308c\u3070\uff09\u30eb\u30fc\u30d7\u3092\u56de\u907f\u3067\u304d\u308b\u3068\u306f\u9650\u308a\u307e\u305b\u3093\u3002\u540c\u3058\u5931\u6557\u30d1\u30bf\u30fc\u30f3\u3092\u518d\u73fe\u3057\u3084\u3059\u304f\u306a\u308b\u5834\u5408\u3082\u3042\u308b\u305f\u3081\u3001\u51fa\u529b\u306e\u5076\u7136\u306e\u5909\u5316\u3060\u3051\u306b\u4f9d\u5b58\u3057\u306a\u3044\u8a2d\u8a08\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n<p>\u306a\u304a\u3001temperature\u3092\u542b\u3080\u30c6\u30ad\u30b9\u30c8\u751f\u6210\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u4ed5\u7d44\u307f\u306b\u3064\u3044\u3066\u306f\u3001\u4ee5\u4e0b\u306e\u8a18\u4e8b\u3067\u8a73\u3057\u304f\u89e3\u8aac\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<a class=\"Internal-post\" href=\"https:\/\/techfun.cc\/generative-ai\/text-generation-logic-and-parameters.html\"><div class=\"Internal-post__thumb\" style=\"background: url(\/wp-content\/uploads\/2026\/01\/text-generation-logic-and-parameters-scaled.png) no-repeat; background-size: cover; background-position: 50% 50%;\"><\/div><div class=\"Internal-post-content\"><div class=\"Category Category--generative-ai\"> \u751f\u6210AI\u95a2\u9023<\/div><div class=\"Internal-post__title\">\u751f\u6210AI\u306e\u30c6\u30ad\u30b9\u30c8\u751f\u6210\u306e\u3057\u304f\u307f\u3068\u30d1\u30e9\u30e1\u30fc\u30bf<\/div><\/div><\/a>\n<h3 id=\"section-3\" class=\"Heading Title Title--m\">\u7279\u5b9a\u306e\u30e2\u30c7\u30eb\u3060\u3051\u3067\u767a\u751f\u3059\u308b\u554f\u984c\u3067\u306f\u306a\u3044<\/h3>\n<p>Google\u306e\u30c8\u30e9\u30d6\u30eb\u30b7\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u30ac\u30a4\u30c9\u3067\u3082\u3001Structured Outputs\u3067\u6539\u884c\u3084\u30c6\u30ad\u30b9\u30c8\u304c\u7e70\u308a\u8fd4\u3055\u308c\u308b\u4e8b\u8c61\u304c\u6319\u3052\u3089\u308c\u3066\u3044\u307e\u3059\u3002Structured Outputs\u306b\u5bfe\u3057\u3066\u306f\u5165\u529b\u5185\u306e\u30a8\u30b9\u30b1\u30fc\u30d7\u30b7\u30fc\u30b1\u30f3\u30b9\u3084\u30d5\u30a3\u30fc\u30eb\u30c9\u9806\u306a\u3069\u306e\u898b\u76f4\u3057\u3001\u53cd\u5fa9\u51fa\u529b\u5168\u822c\u306b\u5bfe\u3057\u3066\u306f\u30d7\u30ed\u30f3\u30d7\u30c8\u3084temperature\u306e\u8abf\u6574\u304c\u5bfe\u7b56\u3068\u3057\u3066\u6848\u5185\u3055\u308c\u3066\u3044\u307e\u3059\uff08<a href=\"https:\/\/ai.google.dev\/gemini-api\/docs\/troubleshooting#repetitive_tokens\" class=\"Ext\">Gemini API\u306e\u30c8\u30e9\u30d6\u30eb\u30b7\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u30ac\u30a4\u30c9<\/a>\uff09\u3002\u5c11\u306a\u304f\u3068\u3082Gemini\u30b7\u30ea\u30fc\u30ba\u3067\u306f\u3001Flash-Lite\u3060\u3051\u3067\u767a\u751f\u3059\u308b\u554f\u984c\u3068\u306f\u3044\u3048\u307e\u305b\u3093\u3002<br \/>\nGemini\u4ee5\u5916\u306e\u751f\u6210AI\u30e2\u30c7\u30eb\uff08OpenAI\u3084Claude\u306a\u3069\uff09\u3092\u5229\u7528\u3059\u308b\u5834\u5408\u3082\u3001\u51fa\u529b\u30eb\u30fc\u30d7\u304c\u767a\u751f\u3059\u308b\u53ef\u80fd\u6027\u306f\u5341\u5206\u306b\u3042\u308a\u307e\u3059\u3002\u751f\u6210AI\u306f\u3001\u305d\u308c\u307e\u3067\u306b\u751f\u6210\u3057\u305f\u5185\u5bb9\u3092\u3082\u3068\u306b\u6b21\u306e\u30c8\u30fc\u30af\u30f3\u3092\u78ba\u7387\u7684\u306b\u751f\u6210\u3059\u308b\u305f\u3081\u3001\u540c\u3058\u30d1\u30bf\u30fc\u30f3\u306b\u5165\u308a\u8fbc\u3080\u3068\u53cd\u5fa9\u304c\u7d9a\u304f\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<br \/>\n\u751f\u6210AI\u3092\u5229\u7528\u3059\u308b\u5834\u5408\u3001\u30e2\u30c7\u30eb\u304c\u7570\u306a\u308b\u3053\u3068\u3084\u3001\u3088\u308a\u9ad8\u6027\u80fd\u306a\u30e2\u30c7\u30eb\u3067\u3042\u308b\u3053\u3068\u3060\u3051\u3092\u7406\u7531\u306b\u53cd\u5fa9\u51fa\u529b\u3078\u306e\u5bfe\u7b56\u3092\u7701\u304b\u305a\u3001\u51fa\u529b\u4e0a\u9650\u3084\u518d\u8a66\u884c\u56de\u6570\u3092\u8a2d\u8a08\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002\u305f\u3060\u3057\u3001\u30e2\u30c7\u30eb\u3054\u3068\u306b\u767a\u751f\u983b\u5ea6\u3084\u8868\u308c\u65b9\u306f\u7570\u306a\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u3001\u5404\u793e\u306e\u30e2\u30c7\u30eb\u3067\u540c\u3058\u983b\u5ea6\u3067\u767a\u751f\u3059\u308b\u3068\u3044\u3046\u610f\u5473\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n<h3 id=\"section-4\" class=\"Heading Title Title--m\">\u51fa\u529b\u30eb\u30fc\u30d7\u304c\u30b3\u30b9\u30c8\u5897\u306b\u3064\u306a\u304c\u308b\u4ed5\u7d44\u307f<\/h3>\n<p>\u751f\u6210AI API\u306e\u6599\u91d1\u306f\u3001\u4e00\u822c\u306b\u5165\u529b\u30c8\u30fc\u30af\u30f3\u3068\u51fa\u529b\u30c8\u30fc\u30af\u30f3\u306e\u4f7f\u7528\u91cf\u306b\u5fdc\u3058\u3066\u6c7a\u307e\u308a\u307e\u3059\u3002\u6b63\u5e38\u306a\u56de\u7b54\u304c\u5f97\u3089\u308c\u306a\u304b\u3063\u305f\u5834\u5408\u3067\u3082\u3001\u30e2\u30c7\u30eb\u304c\u751f\u6210\u3057\u305f\u51fa\u529b\u30c8\u30fc\u30af\u30f3\u306f\u6d88\u8cbb\u3055\u308c\u3001\u6599\u91d1\u304c\u767a\u751f\u3057\u307e\u3059\u3002<br \/>\n\u5bfe\u7b56\u304c\u306a\u3044\u5834\u5408\u306f\u3001\u6b21\u306e\u9806\u5e8f\u3067\u51e6\u7406\u30a8\u30e9\u30fc\u3068\u30b3\u30b9\u30c8\u304c\u9023\u9396\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<ol class=\"Base-list Base-list--ol\">\n<li class=\"Base-list__child\">\n        \u30e2\u30c7\u30eb\u304cJSON\u306e\u751f\u6210\u3092\u958b\u59cb\u3059\u308b\n    <\/li>\n<li class=\"Base-list__child\">\n        \u540c\u4e00\u307e\u305f\u306f\u985e\u4f3c\u3059\u308b\u5185\u5bb9\u3092\u7e70\u308a\u8fd4\u3059\n    <\/li>\n<li class=\"Base-list__child\">\n        \u6700\u5927\u51fa\u529b\u30c8\u30fc\u30af\u30f3\u6570\u307e\u3067\u751f\u6210\u3059\u308b\n    <\/li>\n<li class=\"Base-list__child\">\n        JSON\u304c\u672a\u5b8c\u4e86\u306e\u307e\u307e\u751f\u6210\u3092\u7d42\u4e86\u3059\u308b\n    <\/li>\n<li class=\"Base-list__child\">\n        Pydantic\u306b\u3088\u308b\u5909\u63db\u306b\u5931\u6557\u3059\u308b\n    <\/li>\n<li class=\"Base-list__child\">\n        \u30b7\u30b9\u30c6\u30e0\u304c\u540c\u3058\u6761\u4ef6\u3067\u518d\u8a66\u884c\u3059\u308b\n    <\/li>\n<\/ol>\n<p>1\u56de\u306e\u751f\u6210\u306b\u304b\u304b\u308b\u6982\u7b97\u30b3\u30b9\u30c8\u306f\u3001\u6b21\u306e\u3088\u3046\u306b\u8003\u3048\u3089\u308c\u307e\u3059\u3002<\/p>\n<blockquote class=\"Post-blockquote\"><p>\n1\u56de\u306e\u751f\u6210\u30b3\u30b9\u30c8 \uff1d \u5165\u529b\u30c8\u30fc\u30af\u30f3\u6570 \u00d7 \u5165\u529b\u5358\u4fa1 \uff0b \u51fa\u529b\u30c8\u30fc\u30af\u30f3\u6570 \u00d7 \u51fa\u529b\u5358\u4fa1\n<\/p><\/blockquote>\n<p>\u3055\u3089\u306b\u81ea\u52d5\u518d\u8a66\u884c\u304c\u3042\u308b\u5834\u5408\u306f\u3001\u3053\u306e\u30b3\u30b9\u30c8\u304c\u8a66\u884c\u56de\u6570\u5206\u3060\u3051\u7a4d\u307f\u4e0a\u304c\u308a\u307e\u3059\u3002\u5165\u529b\u3068\u30d7\u30ed\u30f3\u30d7\u30c8\u304c\u56fa\u5b9a\u3055\u308c\u3066\u3044\u3066\u3082\u3001\u5404\u8a66\u884c\u3067\u5165\u529b\u30c8\u30fc\u30af\u30f3\u3068\u51fa\u529b\u30c8\u30fc\u30af\u30f3\u304c\u3042\u3089\u305f\u3081\u3066\u6d88\u8cbb\u3055\u308c\u307e\u3059\u3002<\/p>\n<blockquote class=\"Post-blockquote\"><p>\n1\u51e6\u7406\u306e\u5408\u8a08\u30b3\u30b9\u30c8 \uff1d 1\u56de\u306e\u751f\u6210\u30b3\u30b9\u30c8 \u00d7 \u8a66\u884c\u56de\u6570\n<\/p><\/blockquote>\n<p>\u3053\u306e\u3088\u3046\u306b\u3001\u6700\u5927\u51fa\u529b\u30c8\u30fc\u30af\u30f3\u6570\u3092\u30e2\u30c7\u30eb\u306e\u4ed5\u69d8\u4e0a\u9650\u306b\u8fd1\u3044\u72b6\u614b\u3067\u904b\u7528\u3059\u308b\u3068\u30011\u4ef6\u306e\u7570\u5e38\u304c\u30b3\u30b9\u30c8\u3078\u4e0e\u3048\u308b\u5f71\u97ff\u3082\u5927\u304d\u304f\u306a\u308a\u307e\u3059\u3002\u305d\u306e\u305f\u3081\u3001\u8a2d\u8a08\u6bb5\u968e\u3067\u4e0a\u9650\u3068\u518d\u8a66\u884c\u5236\u5fa1\u3092\u7d44\u307f\u8fbc\u3080\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n<h3 id=\"section-5\" class=\"Heading Title Title--m\">\u5bfe\u7b561\uff1a\u6700\u5927\u51fa\u529b\u30c8\u30fc\u30af\u30f3\u6570\u3092\u73fe\u5b9f\u7684\u306a\u5024\u306b\u3059\u308b<\/h3>\n<p>\u6700\u521d\u306b\u78ba\u8a8d\u3057\u305f\u3044\u5bfe\u7b56\u304c\u3001\u6700\u5927\u51fa\u529b\u30c8\u30fc\u30af\u30f3\u6570\u306e\u8a2d\u5b9a\u3067\u3059\u3002<br \/>\n\u30e2\u30c7\u30eb\u304c\u5bfe\u5fdc\u3059\u308b\u6700\u5927\u51fa\u529b\u30c8\u30fc\u30af\u30f3\u6570\u306f\u3001\u305d\u306e\u30b7\u30b9\u30c6\u30e0\u3067\u5b9f\u969b\u306b\u5fc5\u8981\u306a\u51fa\u529b\u91cf\u3092\u610f\u5473\u3059\u308b\u3082\u306e\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002Gemini 2.5 Flash-Lite\u304c\u6700\u592765,536\u30c8\u30fc\u30af\u30f3\u3092\u51fa\u529b\u3067\u304d\u308b\u3068\u3057\u3066\u3082\u3001\u6570\u9805\u76ee\u306eJSON\u3092\u8fd4\u3059\u51e6\u7406\u306b\u540c\u3058\u4e0a\u9650\u306f\u5fc5\u8981\u3042\u308a\u307e\u305b\u3093\u3002<br \/>\nGoogle\u306eGenerateContent API\u3067\u306f\u3001<span class=\"Post-inline\">maxOutputTokens<\/span>\u306b\u3088\u3063\u3066\u30ec\u30b9\u30dd\u30f3\u30b9\u306b\u542b\u3081\u308b\u6700\u5927\u30c8\u30fc\u30af\u30f3\u6570\u3092\u6307\u5b9a\u3067\u304d\u307e\u3059\uff08<a href=\"https:\/\/ai.google.dev\/api\/generate-content#v1beta.GenerationConfig\" class=\"Ext\">GenerateContent API<\/a>\uff09\u3002\u3053\u306e\u5024\u306f\u3001\u6b63\u5e38\u6642\u306e\u51fa\u529b\u3092\u8a08\u6e2c\u3057\u305f\u3046\u3048\u3067\u6c7a\u3081\u307e\u3059\u3002<br \/>\n\u8a2d\u5b9a\u306e\u8003\u3048\u65b9\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n<ol class=\"Base-list Base-list--ol\">\n<li class=\"Base-list__child\">\n        \u6b63\u5e38\u306a\u51e6\u7406\u306e\u51fa\u529b\u30c8\u30fc\u30af\u30f3\u6570\u3092\u53ce\u96c6\u3059\u308b\n    <\/li>\n<li class=\"Base-list__child\">\n        \u5e73\u5747\u5024\u3060\u3051\u3067\u306a\u304f\u300195\u30d1\u30fc\u30bb\u30f3\u30bf\u30a4\u30eb\u5024\uff08P95\uff09\u3084\u6700\u5927\u5024\u3092\u78ba\u8a8d\u3059\u308b\n    <\/li>\n<li class=\"Base-list__child\">\n        \u5165\u529b\u30c7\u30fc\u30bf\u306e\u5897\u52a0\u3084\u8868\u8a18\u306e\u63fa\u308c\u3092\u5438\u53ce\u3067\u304d\u308b\u4f59\u88d5\u3092\u52a0\u3048\u308b\n    <\/li>\n<li class=\"Base-list__child\">\n        \u696d\u52d9\u4e0a\u8aac\u660e\u3067\u304d\u308b\u5024\u3092\u4e0a\u9650\u3068\u3057\u3066\u8a2d\u5b9a\u3059\u308b\n    <\/li>\n<li class=\"Base-list__child\">\n        \u4e0a\u9650\u5230\u9054\u5f8c\u306e\u51e6\u7406\u3092\u5225\u9014\u8a2d\u8a08\u3059\u308b\n    <\/li>\n<\/ol>\n<p>\u4e0a\u9650\u3092\u5c0f\u3055\u304f\u3057\u3059\u304e\u308b\u3068\u3001\u6b63\u5e38\u306a\u51fa\u529b\u307e\u3067\u9014\u4e2d\u3067\u5207\u308c\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002\u4e00\u65b9\u3001\u4f59\u88d5\u3092\u6301\u305f\u305b\u3059\u304e\u308b\u3068\u3001\u51fa\u529b\u30eb\u30fc\u30d7\u767a\u751f\u6642\u306e\u30c8\u30fc\u30af\u30f3\u6d88\u8cbb\u3092\u5341\u5206\u306b\u6291\u3048\u3089\u308c\u307e\u305b\u3093\u3002\u305d\u306e\u305f\u3081\u3001\u300c\u30e2\u30c7\u30eb\u304c\u51fa\u529b\u3067\u304d\u308b\u6700\u5927\u5024\u300d\u3067\u306f\u306a\u304f\u3001\u300c\u3053\u306e\u51e6\u7406\u3067\u8a31\u5bb9\u3059\u308b\u6700\u5927\u5024\u300d\u3068\u3057\u3066\u5b9a\u7fa9\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002<br \/>\n\u5f0a\u793e\u5185\u306e\u30b7\u30b9\u30c6\u30e0\u3067\u306f\u3001\u6b63\u5e38\u6642\u306e\u5e73\u5747\u5024\u3060\u3051\u3067\u306a\u304f\u3001\u51fa\u529b\u30c8\u30fc\u30af\u30f3\u6570\u306e\u5206\u5e03\u3084\u4e0a\u4f4d\u5024\u3001\u6b63\u5e38\u306a\u51fa\u529b\u304c\u9014\u4e2d\u3067\u5207\u308c\u306a\u3044\u305f\u3081\u306e\u4f59\u88d5\u3082\u78ba\u8a8d\u3057\u305f\u3046\u3048\u3067\u3001\u6700\u5927\u51fa\u529b\u30c8\u30fc\u30af\u30f3\u6570\u30921,000\u30c8\u30fc\u30af\u30f3\u306b\u8a2d\u5b9a\u3057\u3066\u3044\u307e\u3059\u3002\u305f\u3060\u3057\u3001\u5fc5\u8981\u306a\u51fa\u529b\u91cf\u306f\u51e6\u7406\u306b\u3088\u3063\u3066\u7570\u306a\u308b\u305f\u3081\u3001\u540c\u3058\u5024\u3092\u305d\u306e\u307e\u307e\u307b\u304b\u306e\u30b7\u30b9\u30c6\u30e0\u3078\u9069\u7528\u3059\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u6b63\u5e38\u6642\u306e\u5206\u5e03\u3092\u8a08\u6e2c\u3057\u3066\u6c7a\u3081\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<br \/>\n1,000\u30c8\u30fc\u30af\u30f3\u3067\u505c\u6b62\u3059\u308c\u3070\u3001\u51fa\u529b\u6599\u91d1\u306e\u4e0a\u9650\u306f1\u56de\u3042\u305f\u308a\u7d040.06\u5186\u3067\u3059\u3002\u4ed5\u69d8\u4e0a\u9650\u307e\u3067\u7d9a\u3044\u305f\u5834\u5408\u306e\u7d044.19\u5186\u3068\u6bd4\u3079\u3066\u3001\u7570\u5e38\u6642\u306e\u51fa\u529b\u6599\u91d1\u4e0a\u9650\u3092\u7d0498.5\uff05\u524a\u6e1b\u3067\u304d\u307e\u3059\u3002<\/p>\n<h3 id=\"section-6\" class=\"Heading Title Title--m\">\u5bfe\u7b562\uff1a\u7d42\u4e86\u7406\u7531\u3092\u78ba\u8a8d\u3057\u3066\u518d\u8a66\u884c\u3092\u5236\u5fa1\u3059\u308b<\/h3>\n<p>\u6700\u5927\u51fa\u529b\u30c8\u30fc\u30af\u30f3\u6570\u306f\u30011\u56de\u306e\u7570\u5e38\u751f\u6210\u306b\u3088\u308b\u5f71\u97ff\u3092\u6291\u3048\u308b\u305f\u3081\u306e\u5bfe\u7b56\u3067\u3059\u3002\u3057\u304b\u3057\u3001\u4e0a\u9650\u5230\u9054\u5f8c\u306b\u30b7\u30b9\u30c6\u30e0\u304c\u7121\u5236\u9650\u306b\u518d\u8a66\u884c\u3059\u308c\u3070\u3001\u5408\u8a08\u30b3\u30b9\u30c8\u306f\u5897\u3048\u7d9a\u3051\u307e\u3059\u3002\u305d\u3053\u3067\u3001\u30e2\u30c7\u30eb\u306e\u5fdc\u7b54\u3092\u6b63\u5e38\u306a\u51fa\u529b\u3068\u3057\u3066\u51e6\u7406\u3059\u308b\u524d\u306b\u3001\u7d42\u4e86\u7406\u7531\u3068\u30c8\u30fc\u30af\u30f3\u4f7f\u7528\u91cf\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002<\/p>\n<p>Gemini API\u306f\u3001\u30e2\u30c7\u30eb\u304c\u751f\u6210\u3092\u7d42\u4e86\u3057\u305f\u7406\u7531\u3092<span class=\"Post-inline\">finishReason<\/span>\u3068\u3057\u3066\u8fd4\u3057\u307e\u3059\u3002\u901a\u5e38\u306e\u505c\u6b62\u306f<span class=\"Post-inline\">STOP<\/span>\u3001\u30ea\u30af\u30a8\u30b9\u30c8\u3067\u6307\u5b9a\u3057\u305f\u6700\u5927\u30c8\u30fc\u30af\u30f3\u6570\u3078\u306e\u5230\u9054\u306f<span class=\"Post-inline\">MAX_TOKENS<\/span>\u3067\u3059\u3002\u307e\u305f\u3001<span class=\"Post-inline\">usageMetadata<\/span>\u304b\u3089\u5165\u529b\u3001\u51fa\u529b\u3001\u5408\u8a08\u306e\u30c8\u30fc\u30af\u30f3\u6570\u3092\u53d6\u5f97\u3067\u304d\u307e\u3059\uff08<a href=\"https:\/\/ai.google.dev\/api\/generate-content#v1beta.GenerateContentResponse\" class=\"Ext\">GenerateContent API\u306e\u30ec\u30b9\u30dd\u30f3\u30b9\u4ed5\u69d8<\/a>\uff09\u3002<br \/>\n\u540c\u69d8\u306e\u4ed5\u7d44\u307f\u306f\u307b\u304b\u306e\u751f\u6210AI API\u306b\u3082\u3042\u308a\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001Claude\u306eMessages API\u3067\u306f\u3001<span class=\"Post-inline\">max_tokens<\/span>\u3068\u7d42\u4e86\u7406\u7531\u3092\u793a\u3059<span class=\"Post-inline\">stop_reason<\/span>\u3092\u5229\u7528\u3067\u304d\u307e\u3059\uff08<a href=\"https:\/\/platform.claude.com\/docs\/en\/build-with-claude\/handling-stop-reasons\" class=\"Ext\">Claude\u306eStop reasons<\/a>\uff09\u3002\u30d1\u30e9\u30e1\u30fc\u30bf\u540d\u3084\u30ec\u30b9\u30dd\u30f3\u30b9\u5f62\u5f0f\u306f\u7570\u306a\u308a\u307e\u3059\u304c\u3001\u51fa\u529b\u4e0a\u9650\u3078\u306e\u5230\u9054\u3092\u691c\u77e5\u3057\u3001\u305d\u306e\u5f8c\u306e\u51e6\u7406\u3092\u5236\u5fa1\u3059\u308b\u3068\u3044\u3046\u8003\u3048\u65b9\u306f\u5171\u901a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u51fa\u529b\u5f62\u5f0f\u306e\u5909\u63db\u306b\u5165\u308b\u524d\u306b\u7d42\u4e86\u7406\u7531\u3092\u78ba\u8a8d\u3059\u308b\u3068\u3001\u300cJSON\u306e\u30d1\u30fc\u30b9\u306b\u5931\u6557\u3057\u305f\u300d\u3068\u3044\u3046\u7d50\u679c\u3060\u3051\u3067\u306a\u304f\u3001\u300c\u51fa\u529b\u4e0a\u9650\u306b\u5230\u9054\u3057\u305f\u305f\u3081JSON\u304c\u5b8c\u4e86\u3057\u306a\u304b\u3063\u305f\u53ef\u80fd\u6027\u304c\u3042\u308b\u300d\u3068\u539f\u56e0\u3092\u5206\u985e\u3067\u304d\u307e\u3059\u3002<br \/>\n\u518d\u8a66\u884c\u306e\u65b9\u91dd\u306f\u3001\u30a8\u30e9\u30fc\u306e\u7a2e\u985e\u3054\u3068\u306b\u5206\u3051\u307e\u3059\u3002<\/p>\n<table class=\"Base-table\">\n<tr>\n<th>\u72b6\u6cc1<\/th>\n<th>\u518d\u8a66\u884c\u306e\u8003\u3048\u65b9<\/th>\n<\/tr>\n<tr>\n<td>\u4e00\u6642\u7684\u306a\u901a\u4fe1\u30a8\u30e9\u30fc<\/td>\n<td>\u56de\u6570\u3092\u5236\u9650\u3057\u3001\u5f85\u6a5f\u6642\u9593\u3092\u8a2d\u3051\u3066\u518d\u8a66\u884c\u3059\u308b<\/td>\n<\/tr>\n<tr>\n<td>\u30ec\u30fc\u30c8\u5236\u9650<\/td>\n<td>\u30d9\u30f3\u30c0\u30fc\u306e\u63a8\u5968\u306b\u5f93\u3044\u3001\u5f85\u6a5f\u6642\u9593\u3092\u5f90\u3005\u306b\u5ef6\u3070\u3057\u3066\u518d\u8a66\u884c\u3059\u308b<\/td>\n<\/tr>\n<tr>\n<td>\u51fa\u529b\u4e0a\u9650\u3078\u306e\u5230\u9054<\/td>\n<td>\u540c\u3058\u6761\u4ef6\u3067\u76f4\u3061\u306b\u518d\u8a66\u884c\u305b\u305a\u3001\u51fa\u529b\u6761\u4ef6\u3084\u51e6\u7406\u65b9\u6cd5\u3092\u898b\u76f4\u3059<\/td>\n<\/tr>\n<tr>\n<td>JSON\u306e\u69cb\u6587\u30a8\u30e9\u30fc<\/td>\n<td>\u7d42\u4e86\u7406\u7531\u3092\u78ba\u8a8d\u3057\u3001\u672a\u5b8c\u4e86\u3068\u5f62\u5f0f\u4e0d\u6b63\u3092\u533a\u5225\u3059\u308b<\/td>\n<\/tr>\n<tr>\n<td>\u30b9\u30ad\u30fc\u30de\u691c\u8a3c\u30a8\u30e9\u30fc<\/td>\n<td>\u4e0d\u4e00\u81f4\u306e\u9805\u76ee\u3092\u8a18\u9332\u3057\u3001\u4fee\u6b63\u6307\u793a\u307e\u305f\u306f\u4ee3\u66ff\u51e6\u7406\u3078\u9032\u3080<\/td>\n<\/tr>\n<tr>\n<td>\u540c\u4e00\u30a8\u30e9\u30fc\u306e\u9023\u7d9a<\/td>\n<td>\u898f\u5b9a\u56de\u6570\u3067\u505c\u6b62\u3057\u3001\u901a\u77e5\u307e\u305f\u306f\u624b\u52d5\u78ba\u8a8d\u3078\u5207\u308a\u66ff\u3048\u308b<\/td>\n<\/tr>\n<\/table>\n<p>\u7279\u306b\u907f\u3051\u305f\u3044\u306e\u306f\u3001\u540c\u3058\u5165\u529b\u3001\u540c\u3058\u30d7\u30ed\u30f3\u30d7\u30c8\u3001\u540c\u3058\u8a2d\u5b9a\u3067\u3001\u6210\u529f\u3059\u308b\u307e\u3067\u518d\u8a66\u884c\u3059\u308b\u8a2d\u8a08\u3067\u3059\u3002\u8a66\u884c\u56de\u6570\u3092\u5236\u9650\u3057\u3001\u540c\u4e00\u30a8\u30e9\u30fc\u304c\u7d9a\u3044\u305f\u5834\u5408\u306f\u505c\u6b62\u307e\u305f\u306f\u624b\u52d5\u78ba\u8a8d\u3078\u5207\u308a\u66ff\u3048\u308b\u3053\u3068\u3067\u3001\u53cd\u5fa9\u51fa\u529b\u306b\u3088\u308b\u30b3\u30b9\u30c8\u306e\u5897\u5e45\u3092\u9632\u304e\u307e\u3059\u3002<br \/>\n\u5b89\u5168\u306a\u518d\u8a66\u884c\u306b\u3059\u308b\u306b\u306f\u3001\u6700\u5927\u8a66\u884c\u56de\u6570\u3060\u3051\u3067\u306a\u304f\u30011\u3064\u306e\u51e6\u7406\u5168\u4f53\u3067\u8a31\u5bb9\u3059\u308b\u30c8\u30fc\u30af\u30f3\u6570\u3084\u91d1\u984d\u3082\u6c7a\u3081\u307e\u3059\u3002\u305f\u3068\u3048\u3070\u30011\u56de\u3042\u305f\u308a\u306e\u4e0a\u9650\u3092\u8d85\u3048\u3066\u3044\u306a\u304f\u3066\u3082\u3001\u8907\u6570\u56de\u306e\u8a66\u884c\u3092\u5408\u8a08\u3057\u305f\u30c8\u30fc\u30af\u30f3\u6570\u304c\u4e88\u7b97\u3092\u8d85\u3048\u305f\u5834\u5408\u306f\u505c\u6b62\u3059\u308b\u3001\u3068\u3044\u3046\u8003\u3048\u65b9\u3067\u3059\u3002<\/p>\n<h3 id=\"section-7\" class=\"Heading Title Title--m\">\u5bfe\u7b563\uff1a\u30c8\u30fc\u30af\u30f3\u4f7f\u7528\u91cf\u3092\u76e3\u8996\u3057\u3066\u65e9\u671f\u306b\u691c\u77e5\u3059\u308b<\/h3>\n<p>\u51fa\u529b\u30eb\u30fc\u30d7\u306f\u3001API\u547c\u3073\u51fa\u3057\u81ea\u4f53\u304c\u6210\u529f\u3068\u3057\u3066\u8a18\u9332\u3055\u308c\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002\u30e2\u30c7\u30eb\u304b\u3089\u30ec\u30b9\u30dd\u30f3\u30b9\u3092\u53d7\u3051\u53d6\u3063\u305f\u5f8c\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u5074\u306e\u5909\u63db\u3067\u5931\u6557\u3059\u308b\u69cb\u6210\u3067\u306f\u3001API\u306e\u30a8\u30e9\u30fc\u7387\u3060\u3051\u3092\u76e3\u8996\u3057\u3066\u3082\u7570\u5e38\u3092\u6349\u3048\u3089\u308c\u307e\u305b\u3093\u3002<br \/>\n\u6700\u4f4e\u9650\u8a18\u9332\u3057\u305f\u3044\u9805\u76ee\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n<ul class=\"Base-list\">\n<li class=\"Base-list__child\">\u30e2\u30c7\u30eb\u540d\u3068\u30e2\u30c7\u30eb\u30d0\u30fc\u30b8\u30e7\u30f3<\/li>\n<li class=\"Base-list__child\">\u5165\u529b\u30c8\u30fc\u30af\u30f3\u6570\u3001\u51fa\u529b\u30c8\u30fc\u30af\u30f3\u6570\u3001\u5408\u8a08\u30c8\u30fc\u30af\u30f3\u6570<\/li>\n<li class=\"Base-list__child\">\u7d42\u4e86\u7406\u7531<\/li>\n<li class=\"Base-list__child\">\u51e6\u7406\u6642\u9593<\/li>\n<li class=\"Base-list__child\">\u51fa\u529b\u5f62\u5f0f\u306e\u5909\u63db\u7d50\u679c<\/li>\n<li class=\"Base-list__child\">\u30a8\u30e9\u30fc\u306e\u5206\u985e<\/li>\n<li class=\"Base-list__child\">\u518d\u8a66\u884c\u56de\u6570<\/li>\n<li class=\"Base-list__child\">\u30ea\u30af\u30a8\u30b9\u30c8\u307e\u305f\u306f\u51e6\u7406\u5358\u4f4d\u306e\u8b58\u5225\u5b50<\/li>\n<\/ul>\n<p>\u76e3\u8996\u3067\u306f\u3001\u65e5\u6b21\u306e\u8acb\u6c42\u984d\u3060\u3051\u3067\u306a\u304f\u30011\u30ea\u30af\u30a8\u30b9\u30c8\u3042\u305f\u308a\u306e\u51fa\u529b\u30c8\u30fc\u30af\u30f3\u6570\u3082\u78ba\u8a8d\u3057\u307e\u3059\u3002\u65e5\u6b21\u30b3\u30b9\u30c8\u306f\u5229\u7528\u4ef6\u6570\u306e\u5897\u52a0\u3067\u3082\u4e0a\u6607\u3059\u308b\u305f\u3081\u3001\u30b3\u30b9\u30c8\u3060\u3051\u3067\u306f\u901a\u5e38\u306e\u5229\u7528\u5897\u3068\u7570\u5e38\u751f\u6210\u3092\u533a\u5225\u3067\u304d\u307e\u305b\u3093\u3002\u30ea\u30af\u30a8\u30b9\u30c8\u5358\u4f4d\u306e\u30c8\u30fc\u30af\u30f3\u6570\u3092\u4f75\u7528\u3059\u308b\u3068\u3001\u5c11\u6570\u306e\u7570\u5e38\u306a\u30ea\u30af\u30a8\u30b9\u30c8\u3092\u7279\u5b9a\u3057\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n<table class=\"Base-table\">\n<tr>\n<th>\u76e3\u8996\u6307\u6a19<\/th>\n<th>\u691c\u77e5\u3067\u304d\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u4e8b\u8c61<\/th>\n<\/tr>\n<tr>\n<td>1\u30ea\u30af\u30a8\u30b9\u30c8\u3042\u305f\u308a\u306e\u51fa\u529b\u30c8\u30fc\u30af\u30f3\u6570<\/td>\n<td>\u5358\u767a\u306e\u51fa\u529b\u30eb\u30fc\u30d7\u3001\u904e\u5270\u306b\u9577\u3044\u56de\u7b54<\/td>\n<\/tr>\n<tr>\n<td><span class=\"Post-inline\">MAX_TOKENS<\/span>\u306e\u767a\u751f\u56de\u6570<\/td>\n<td>\u51fa\u529b\u4e0a\u9650\u3078\u306e\u5230\u9054\u3001\u4e0a\u9650\u8a2d\u5b9a\u306e\u4e0d\u6574\u5408<\/td>\n<\/tr>\n<tr>\n<td>Pydantic\u306b\u3088\u308b\u691c\u8a3c\u30fb\u5909\u63db\u306e\u5931\u6557\u7387<\/td>\n<td>JSON\u672a\u5b8c\u4e86\u3001\u5024\u3084\u578b\u306e\u4e0d\u4e00\u81f4<\/td>\n<\/tr>\n<tr>\n<td>1\u51e6\u7406\u3042\u305f\u308a\u306e\u518d\u8a66\u884c\u56de\u6570<\/td>\n<td>\u540c\u3058\u51e6\u7406\u30a8\u30e9\u30fc\u306e\u53cd\u5fa9\u3001\u5916\u90e8\u30b5\u30fc\u30d3\u30b9\u306e\u4e0d\u8abf<\/td>\n<\/tr>\n<tr>\n<td>\u51e6\u7406\u6642\u9593<\/td>\n<td>\u9577\u6642\u9593\u306e\u751f\u6210\u3001\u30bf\u30a4\u30e0\u30a2\u30a6\u30c8\u76f4\u524d\u306e\u51e6\u7406<\/td>\n<\/tr>\n<tr>\n<td>\u65e5\u6b21\u30fb\u6642\u9593\u5358\u4f4d\u306e\u63a8\u5b9a\u30b3\u30b9\u30c8<\/td>\n<td>\u5168\u4f53\u7684\u306a\u5229\u7528\u91cf\u307e\u305f\u306f\u7570\u5e38\u6d88\u8cbb\u306e\u5897\u52a0<\/td>\n<\/tr>\n<\/table>\n<p>AWS\u304c\u516c\u958b\u3057\u3066\u3044\u308bAmazon Bedrock AgentCore Observability\u306e\u969c\u5bb3\u8abf\u67fb\u4f8b\u3067\u3082\u3001\u30c8\u30fc\u30af\u30f3\u4f7f\u7528\u91cf\u304c\u591a\u3044\u4e00\u65b9\u3067\u30a8\u30e9\u30fc\u7387\u304c\u4f4e\u3044\u72b6\u614b\u3092\u3001\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u30eb\u30fc\u30d7\u3092\u898b\u3064\u3051\u308b\u5146\u5019\u3068\u3057\u3066\u7d39\u4ecb\u3057\u3066\u3044\u307e\u3059\u3002\u540c\u8a18\u4e8b\u3067\u306f\u3001\u30c8\u30fc\u30af\u30f3\u4e0a\u9650\u3001\u5b9f\u884c\u30b9\u30c6\u30c3\u30d7\u6570\u306e\u4e0a\u9650\u3001\u53cd\u5fa9\u691c\u51fa\u3001CloudWatch\u30a2\u30e9\u30fc\u30e0\u306a\u3069\u304c\u5bfe\u7b56\u3068\u3057\u3066\u6319\u3052\u3089\u308c\u3066\u3044\u307e\u3059\uff08<a href=\"https:\/\/aws.amazon.com\/blogs\/machine-learning\/debugging-production-agents-with-amazon-bedrock-agentcore-observability\/\" class=\"Ext\">Debugging production agents with Amazon Bedrock AgentCore Observability<\/a>\uff09\u3002<br \/>\nAI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3068\u5358\u4e00\u306e\u30e2\u30c7\u30eb\u547c\u3073\u51fa\u3057\u3067\u306f\u51e6\u7406\u69cb\u9020\u304c\u7570\u306a\u308a\u307e\u3059\u304c\u3001\u300c\u30a8\u30e9\u30fc\u7387\u3060\u3051\u3067\u306f\u306a\u304f\u3001\u30c8\u30fc\u30af\u30f3\u4f7f\u7528\u91cf\u3068\u51e6\u7406\u306e\u8ecc\u8de1\u3092\u898b\u308b\u300d\u3068\u3044\u3046\u8003\u3048\u65b9\u306f\u5171\u901a\u3057\u3066\u3044\u307e\u3059\u3002\u5229\u7528\u4e2d\u306e\u30af\u30e9\u30a6\u30c9\u3084\u76e3\u8996\u88fd\u54c1\u306b\u304b\u304b\u308f\u3089\u305a\u3001\u540c\u69d8\u306e\u6307\u6a19\u3092\u8a18\u9332\u3057\u3066\u30a2\u30e9\u30fc\u30c8\u3078\u3064\u306a\u3052\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<h3 id=\"section-8\" class=\"Heading Title Title--m\">\u51fa\u529b\u30eb\u30fc\u30d7\u306b\u5099\u3048\u308b\u305f\u3081\u306e\u591a\u5c64\u9632\u5fa1<\/h3>\n<p>\u51fa\u529b\u30eb\u30fc\u30d7\u3078\u306e\u5bfe\u7b56\u306f\u30011\u3064\u306e\u8a2d\u5b9a\u3060\u3051\u3067\u5b8c\u7d50\u3057\u307e\u305b\u3093\u3002\u6700\u5927\u51fa\u529b\u30c8\u30fc\u30af\u30f3\u6570\u3092\u8a2d\u5b9a\u3057\u3066\u3082\u3001\u305d\u308c\u3060\u3051\u3067\u306f\u7570\u5e38\u306e\u539f\u56e0\u7a76\u660e\u3084\u518d\u8a66\u884c\u306b\u3088\u308b\u5897\u5e45\u3092\u9632\u3052\u306a\u3044\u305f\u3081\u3067\u3059\u3002<br \/>\n\u5bfe\u7b56\u3092\u5f79\u5272\u3054\u3068\u306b\u6574\u7406\u3059\u308b\u3068\u3001\u6b21\u306e4\u5c64\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<table class=\"Base-table\">\n<tr>\n<th>\u5c64<\/th>\n<th>\u4e3b\u306a\u5bfe\u7b56<\/th>\n<th>\u76ee\u7684<\/th>\n<\/tr>\n<tr>\n<td>\u5236\u9650<\/td>\n<td>\u6700\u5927\u51fa\u529b\u30c8\u30fc\u30af\u30f3\u6570\u3001\u51e6\u7406\u6642\u9593\u3001\u8a66\u884c\u56de\u6570\u3001\u51e6\u7406\u5168\u4f53\u306e\u30c8\u30fc\u30af\u30f3\u4e88\u7b97<\/td>\n<td>1\u4ef6\u306e\u51fa\u529b\u30eb\u30fc\u30d7\u306b\u3088\u308b\u6700\u5927\u640d\u5931\u3092\u9650\u5b9a\u3059\u308b<\/td>\n<\/tr>\n<tr>\n<td>\u5224\u5b9a<\/td>\n<td>\u7d42\u4e86\u7406\u7531\u3001JSON\u69cb\u6587\u3001\u30b9\u30ad\u30fc\u30de\u3001\u5024\u306e\u59a5\u5f53\u6027\u3092\u6bb5\u968e\u7684\u306b\u78ba\u8a8d\u3059\u308b<\/td>\n<td>\u51e6\u7406\u30a8\u30e9\u30fc\u306e\u539f\u56e0\u3092\u5206\u985e\u3059\u308b<\/td>\n<\/tr>\n<tr>\n<td>\u56de\u5fa9<\/td>\n<td>\u30a8\u30e9\u30fc\u5225\u306e\u518d\u8a66\u884c\u3001\u5f85\u6a5f\u6642\u9593\u306e\u8abf\u6574\u3001\u4ee3\u66ff\u30e2\u30c7\u30eb\u3001\u624b\u52d5\u78ba\u8a8d<\/td>\n<td>\u540c\u3058\u5931\u6557\u306e\u53cd\u5fa9\u3092\u907f\u3051\u308b<\/td>\n<\/tr>\n<tr>\n<td>\u76e3\u8996<\/td>\n<td>\u30c8\u30fc\u30af\u30f3\u6570\u3001\u5909\u63db\u5931\u6557\u7387\u3001\u518d\u8a66\u884c\u56de\u6570\u3001\u65e5\u6b21\u30b3\u30b9\u30c8\u3078\u306e\u30a2\u30e9\u30fc\u30c8<\/td>\n<td>\u7570\u5e38\u3092\u65e9\u671f\u306b\u691c\u77e5\u3059\u308b<\/td>\n<\/tr>\n<\/table>\n<p>\u307e\u305f\u3001\u30b9\u30c8\u30ea\u30fc\u30df\u30f3\u30b0\u3067\u51fa\u529b\u3092\u53d7\u4fe1\u3059\u308b\u30b7\u30b9\u30c6\u30e0\u3067\u306f\u3001\u540c\u3058\u6587\u5b57\u5217\u3084JSON\u8981\u7d20\u304c\u4e00\u5b9a\u56de\u6570\u4ee5\u4e0a\u7d9a\u3044\u305f\u5834\u5408\u306b\u751f\u6210\u3092\u4e2d\u65ad\u3059\u308b\u65b9\u6cd5\u3082\u8003\u3048\u3089\u308c\u307e\u3059\u3002\u305f\u3060\u3057\u3001\u6b63\u5f53\u306a\u7e70\u308a\u8fd4\u3057\u3092\u8aa4\u691c\u77e5\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u305f\u3081\u3001\u30bf\u30b9\u30af\u3054\u3068\u306e\u51fa\u529b\u7279\u6027\u3092\u8e0f\u307e\u3048\u3066\u3057\u304d\u3044\u5024\u3092\u6c7a\u3081\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u751f\u6210AI\u306eStructured Outputs\u306f\u3001\u6307\u5b9a\u3057\u305fJSON Schema\u306b\u5f93\u3046\u51fa\u529b\u3092\u5f97\u308b\u305f\u3081\u306e\u6709\u52b9\u306a\u4ed5\u7d44\u307f\u3067\u3059\u3002Google\u3082\u3001Structured Outputs\u306e\u5229\u7528\u6642\u306b\u306f\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u5074\u3067\u5024\u3092\u691c\u8a3c\u3057\u3001\u30a8\u30e9\u30fc\u51e6\u7406\u3092\u5b9f\u88c5\u3059\u308b\u3053\u3068\u3092\u63a8\u5968\u3057\u3066\u3044\u307e\u3059\uff08<a href=\"https:\/\/ai.google.dev\/gemini-api\/docs\/structured-output\" class=\"Ext\">Structured outputs<\/a>\uff09\u3002<br \/>\nPydantic\u3067\u691c\u8a3c\u3059\u308b\u3068\u3001\u5fc5\u9808\u9805\u76ee\u306e\u6b20\u843d\u3084\u578b\u306e\u4e0d\u4e00\u81f4\u3001\u8a31\u5bb9\u7bc4\u56f2\u5916\u306e\u5024\u3092\u691c\u51fa\u3057\u3001\u4e0d\u6b63\u306a\u30c7\u30fc\u30bf\u304c\u5f8c\u7d9a\u51e6\u7406\u3078\u6e21\u308b\u306e\u3092\u9632\u3052\u307e\u3059\u3002\u305f\u3060\u3057\u3001Pydantic\u306b\u3088\u308b\u691c\u8a3c\u306f\u51fa\u529b\u304c\u7d42\u308f\u3063\u305f\u5f8c\u306b\u884c\u308f\u308c\u308b\u305f\u3081\u3001\u51fa\u529b\u30eb\u30fc\u30d7\u4e2d\u306e\u30c8\u30fc\u30af\u30f3\u6d88\u8cbb\u306f\u6b62\u3081\u3089\u308c\u307e\u305b\u3093\u3002\u30c7\u30fc\u30bf\u306e\u59a5\u5f53\u6027\u78ba\u8a8d\u3068\u306f\u5225\u306b\u3001\u6700\u5927\u51fa\u529b\u30c8\u30fc\u30af\u30f3\u6570\u3084\u518d\u8a66\u884c\u56de\u6570\u306e\u4e0a\u9650\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n<h3 id=\"section-9\" class=\"Heading Title Title--m\">\u5c0e\u5165\u6642\u306b\u78ba\u8a8d\u3057\u305f\u3044\u30c1\u30a7\u30c3\u30af\u9805\u76ee<\/h3>\n<p>\u65e2\u5b58\u306e\u751f\u6210AI\u30b7\u30b9\u30c6\u30e0\u3092\u70b9\u691c\u3059\u308b\u5834\u5408\u306f\u3001\u6b21\u306e\u9805\u76ee\u304b\u3089\u78ba\u8a8d\u3067\u304d\u307e\u3059\u3002<\/p>\n<ul class=\"Base-list\">\n<li class=\"Base-list__child\">\u30e2\u30c7\u30eb\u306e\u4ed5\u69d8\u4e0a\u306e\u6700\u5927\u51fa\u529b\u30c8\u30fc\u30af\u30f3\u6570\u3092\u628a\u63e1\u3057\u3066\u3044\u308b\u304b<\/li>\n<li class=\"Base-list__child\">\u5404\u51e6\u7406\u306b\u5fc5\u8981\u306a\u51fa\u529b\u30c8\u30fc\u30af\u30f3\u6570\u3092\u8a08\u6e2c\u3057\u3066\u3044\u308b\u304b<\/li>\n<li class=\"Base-list__child\">\u51e6\u7406\u3054\u3068\u306b\u73fe\u5b9f\u7684\u306a\u6700\u5927\u51fa\u529b\u30c8\u30fc\u30af\u30f3\u6570\u3092\u8a2d\u5b9a\u3057\u3066\u3044\u308b\u304b<\/li>\n<li class=\"Base-list__child\">\u30e2\u30c7\u30eb\u306e\u7d42\u4e86\u7406\u7531\u3092\u4fdd\u5b58\u3057\u3001\u51e6\u7406\u306e\u5206\u5c90\u306b\u5229\u7528\u3057\u3066\u3044\u308b\u304b<\/li>\n<li class=\"Base-list__child\">\u5165\u529b\u3001\u51fa\u529b\u3001\u5408\u8a08\u306e\u30c8\u30fc\u30af\u30f3\u6570\u3092\u8a18\u9332\u3057\u3066\u3044\u308b\u304b<\/li>\n<li class=\"Base-list__child\">JSON\u306e\u69cb\u6587\u30a8\u30e9\u30fc\u3068\u30b9\u30ad\u30fc\u30de\u691c\u8a3c\u30a8\u30e9\u30fc\u3092\u533a\u5225\u3057\u3066\u3044\u308b\u304b<\/li>\n<li class=\"Base-list__child\">\u518d\u8a66\u884c\u306e\u5bfe\u8c61\u3068\u6700\u5927\u56de\u6570\u3092\u30a8\u30e9\u30fc\u5225\u306b\u6c7a\u3081\u3066\u3044\u308b\u304b<\/li>\n<li class=\"Base-list__child\">1\u51e6\u7406\u5168\u4f53\u306e\u30c8\u30fc\u30af\u30f3\u6570\u307e\u305f\u306f\u30b3\u30b9\u30c8\u306b\u4e0a\u9650\u304c\u3042\u308b\u304b<\/li>\n<li class=\"Base-list__child\">\u7570\u5e38\u306a\u51fa\u529b\u30c8\u30fc\u30af\u30f3\u6570\u3084\u518d\u8a66\u884c\u56de\u6570\u3092\u901a\u77e5\u3067\u304d\u308b\u304b<\/li>\n<li class=\"Base-list__child\">\u65e5\u6b21\u30b3\u30b9\u30c8\u30681\u30ea\u30af\u30a8\u30b9\u30c8\u3042\u305f\u308a\u306e\u4f7f\u7528\u91cf\u3092\u4e21\u65b9\u78ba\u8a8d\u3067\u304d\u308b\u304b<\/li>\n<\/ul>\n<p>\u6700\u521d\u304b\u3089\u9ad8\u5ea6\u306a\u53cd\u5fa9\u691c\u51fa\u3092\u5b9f\u88c5\u3059\u308b\u3053\u3068\u304c\u96e3\u3057\u3044\u5834\u5408\u3067\u3082\u3001\u6700\u5927\u51fa\u529b\u30c8\u30fc\u30af\u30f3\u6570\u306e\u898b\u76f4\u3057\u3068\u3001\u30c8\u30fc\u30af\u30f3\u4f7f\u7528\u91cf\u306e\u8a18\u9332\u304b\u3089\u59cb\u3081\u3089\u308c\u307e\u3059\u3002\u3053\u306e2\u70b9\u3060\u3051\u3067\u3082\u3001\u51fa\u529b\u30eb\u30fc\u30d7\u767a\u751f\u6642\u306e\u5f71\u97ff\u3092\u9650\u5b9a\u3057\u3001\u539f\u56e0\u3092\u8abf\u67fb\u3059\u308b\u305f\u3081\u306e\u60c5\u5831\u3092\u6b8b\u305b\u307e\u3059\u3002<\/p>\n<h3 id=\"section-10\" class=\"Heading Title Title--m\">\u307e\u3068\u3081<\/h3>\n<p>\u672c\u8a18\u4e8b\u3067\u306f\u3001\u751f\u6210AI\u306e\u51fa\u529b\u30eb\u30fc\u30d7\u304c\u30b3\u30b9\u30c8\u3078\u4e0e\u3048\u308b\u5f71\u97ff\u3068\u3001\u305d\u306e\u5bfe\u7b56\u3092\u6574\u7406\u3057\u307e\u3057\u305f\u3002<\/p>\n<ul class=\"Base-list\">\n<li class=\"Base-list__child\">\u30e2\u30c7\u30eb\u306e\u4ed5\u69d8\u4e0a\u306e\u6700\u5927\u5024\u3092\u305d\u306e\u307e\u307e\u5229\u7528\u305b\u305a\u3001\u6b63\u5e38\u6642\u306e\u51fa\u529b\u91cf\u304b\u3089\u73fe\u5b9f\u7684\u306a\u4e0a\u9650\u3092\u8a2d\u5b9a\u3059\u308b<\/li>\n<li class=\"Base-list__child\">\u7d42\u4e86\u7406\u7531\u3068\u30c8\u30fc\u30af\u30f3\u4f7f\u7528\u91cf\u3092\u78ba\u8a8d\u3057\u3001\u51fa\u529b\u4e0a\u9650\u3078\u306e\u5230\u9054\u3092\u901a\u5e38\u306e\u30a8\u30e9\u30fc\u3068\u533a\u5225\u3059\u308b<\/li>\n<li class=\"Base-list__child\">\u540c\u3058\u6761\u4ef6\u3067\u306e\u7121\u5236\u9650\u306a\u518d\u8a66\u884c\u3092\u907f\u3051\u3001\u56de\u6570\u3068\u51e6\u7406\u5168\u4f53\u306e\u30c8\u30fc\u30af\u30f3\u4e88\u7b97\u3092\u8a2d\u5b9a\u3059\u308b<\/li>\n<li class=\"Base-list__child\">API\u306e\u30a8\u30e9\u30fc\u7387\u3060\u3051\u3067\u306a\u304f\u3001\u51fa\u529b\u30c8\u30fc\u30af\u30f3\u6570\u3001\u5909\u63db\u5931\u6557\u7387\u3001\u518d\u8a66\u884c\u56de\u6570\u3001\u30b3\u30b9\u30c8\u3092\u76e3\u8996\u3059\u308b<\/li>\n<li class=\"Base-list__child\">temperature\u306a\u3069\u306e\u78ba\u7387\u7684\u306a\u8a2d\u5b9a\u306b\u4f9d\u5b58\u305b\u305a\u3001\u30b7\u30b9\u30c6\u30e0\u5074\u306b\u6c7a\u5b9a\u7684\u306a\u505c\u6b62\u6761\u4ef6\u3092\u7528\u610f\u3059\u308b<\/li>\n<\/ul>\n<p>\u751f\u6210AI\u30b7\u30b9\u30c6\u30e0\u3067\u306f\u3001\u6b63\u5e38\u6642\u306e\u54c1\u8cea\u3060\u3051\u3067\u306a\u304f\u3001\u7570\u5e38\u6642\u306b\u3069\u3053\u307e\u3067\u30c8\u30fc\u30af\u30f3\u3092\u6d88\u8cbb\u3057\u5f97\u308b\u304b\u3092\u8a2d\u8a08\u6bb5\u968e\u3067\u78ba\u8a8d\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002\u307e\u305a\u306f\u73fe\u5728\u5229\u7528\u3057\u3066\u3044\u308b\u30e2\u30c7\u30eb\u306e\u51fa\u529b\u4e0a\u9650\u3068\u3001\u5404\u51e6\u7406\u306e\u5b9f\u969b\u306e\u51fa\u529b\u30c8\u30fc\u30af\u30f3\u6570\u3092\u6bd4\u8f03\u3059\u308b\u3053\u3068\u304b\u3089\u59cb\u3081\u308b\u3068\u3088\u3044\u3067\u3057\u3087\u3046\u3002<\/p>\n<h3 id=\"section-11\" class=\"Heading Title Title--m\">\u751f\u6210AI\u6d3b\u7528\u652f\u63f4\u30b5\u30fc\u30d3\u30b9\u306e\u3054\u7d39\u4ecb<\/h3>\n<p>Tech Fun\u3067\u306f\u3001\u304a\u5ba2\u69d8\u306e\u30d5\u30a7\u30fc\u30ba\u306b\u5408\u308f\u305b\u3001\u751f\u6210AI\u6d3b\u7528\u306b\u5411\u3051\u305f\u652f\u63f4\u30923\u3064\u306e\u30d1\u30c3\u30af\u3067\u3054\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<ol class=\"Base-list Base-list--ol\">\n<li class=\"Base-list__child\">\n        <a href=\"https:\/\/www.techfun.co.jp\/services\/ai\/diagnosis\/\" class=\"Ext\">\u7121\u6599\u8a3a\u65ad\u30d1\u30c3\u30af<\/a>\uff1a\u696d\u52d9\u30fb\u30d7\u30ed\u30bb\u30b9\u306e\u73fe\u72b6\u3092\u7121\u6599\u3067\u8a3a\u65ad\u3057\u3001\u751f\u6210AI\u6d3b\u7528\u306e\u53ef\u80fd\u6027\u3092\u30ec\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002\n    <\/li>\n<li class=\"Base-list__child\">\n        <a href=\"https:\/\/www.techfun.co.jp\/services\/ai\/poc\/\" class=\"Ext\">\u691c\u8a3c\uff08PoC\uff09\u30d1\u30c3\u30af<\/a>\uff1a\u8a3a\u65ad\u3067\u6709\u52b9\u6027\u304c\u78ba\u8a8d\u3055\u308c\u305f\u696d\u52d9\u3092\u5bfe\u8c61\u306b\u3001\u30d7\u30ed\u30c8\u30bf\u30a4\u30d7\u69cb\u7bc9\u3092\u652f\u63f4\u3057\u307e\u3059\u3002\n    <\/li>\n<li class=\"Base-list__child\">\n        <a href=\"https:\/\/www.techfun.co.jp\/services\/ai\/consulting\/\" class=\"Ext\">\u30b3\u30f3\u30b5\u30eb\u30c6\u30a3\u30f3\u30b0\u30b5\u30fc\u30d3\u30b9<\/a>\uff1a\u751f\u6210AI\u5c0e\u5165\u6226\u7565\u306e\u7b56\u5b9a\u304b\u3089\u904b\u7528\u4f53\u5236\u69cb\u7bc9\u307e\u3067\u3092\u5305\u62ec\u7684\u306b\u652f\u63f4\u3057\u307e\u3059\u3002\n    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