{"id":87555,"date":"2026-03-29T07:00:00","date_gmt":"2026-03-28T22:00:00","guid":{"rendered":"https:\/\/miralab.co.jp\/media\/?p=87555"},"modified":"2026-03-25T13:03:58","modified_gmt":"2026-03-25T04:03:58","slug":"gemini-3-1-flash-lite","status":"publish","type":"post","link":"https:\/\/miralab.co.jp\/media\/gemini-3-1-flash-lite\/","title":{"rendered":"Gemini 3.1 Flash-Lite\u3068\u306f\uff1f\u4f7f\u3044\u65b9\u3068\u6599\u91d1\uff01\u30b3\u30b9\u30c8\u91cd\u8996\u306e\u6700\u901f\u8efd\u91cf\u30e2\u30c7\u30eb"},"content":{"rendered":"\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"1200\" height=\"630\" src=\"https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/03\/1130.png\" alt=\"\" class=\"wp-image-91701\" srcset=\"https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/03\/1130.png 1200w, https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/03\/1130-300x158.png 300w, https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/03\/1130-1024x538.png 1024w, https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/03\/1130-768x403.png 768w\" sizes=\"(max-width: 1200px) 100vw, 1200px\" \/><\/figure>\n\n\n\n<p>Gemini 3.1 Flash-Lite\u3068\u306f\u3001Google\u304c\u63d0\u4f9b\u3059\u308bGemini 3\u30b7\u30ea\u30fc\u30ba\u306e\u4e2d\u3067\u6700\u3082\u5b89\u304f\u3066\u901f\u3044\u30e2\u30c7\u30eb\u3067\u3001\u7ffb\u8a33\u30fb\u5206\u985e\u30fb\u8981\u7d04\u3068\u3044\u3063\u305f<span class=\"swl-marker mark_yellow\"><strong>\u9ad8\u983b\u5ea6\u306e\u5b9a\u578b\u30bf\u30b9\u30af\u3092\u4f4e\u30b3\u30b9\u30c8\u3067\u5927\u91cf\u51e6\u7406\u3059\u308b\u3053\u3068\u306b\u7279\u5316<\/strong><\/span>\u3057\u3066\u3044\u307e\u3059\u3002 \u500b\u4eba\u958b\u767a\u8005\u304b\u3089\u5927\u898f\u6a21\u306a\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u74b0\u5883\u307e\u3067\u3001\u5e45\u5e83\u3044\u7528\u9014\u3067\u6d3b\u7528\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001Gemini 3.1 Flash-Lite\u3068\u306f\u4f55\u304b\u3001\u6599\u91d1\u4f53\u7cfb\u3084\u4f7f\u3044\u65b9\u3001API\u5c0e\u5165\u624b\u9806\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Gemini 3.1 Flash-Lite\u3068\u306f\uff1f\u9ad8\u983b\u5ea6\u51e6\u7406\u3092\u652f\u3048\u308b\u6700\u901f\u30fb\u6700\u5b89\u30e2\u30c7\u30eb\u306e\u7acb\u3061\u4f4d\u7f6e<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"1200\" height=\"676\" src=\"https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/03\/image-12.png\" alt=\"\" class=\"wp-image-87698\" srcset=\"https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/03\/image-12.png 1200w, https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/03\/image-12-300x169.png 300w, https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/03\/image-12-1024x577.png 1024w, https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/03\/image-12-768x433.png 768w\" sizes=\"(max-width: 1200px) 100vw, 1200px\" \/><figcaption class=\"wp-element-caption\">\u51fa\u5178\uff1a<a href=\"https:\/\/blog.google\/\" data-type=\"link\" data-id=\"https:\/\/blog.google\/\" target=\"_blank\" rel=\"noreferrer noopener\">Google<\/a><\/figcaption><\/figure>\n\n\n\n<p>Gemini 3.1\u30b7\u30ea\u30fc\u30ba\u306b\u304a\u3044\u3066\u3001\u30b3\u30b9\u30c8\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3068\u4f4e\u9045\u5ef6\u3092\u6975\u9650\u307e\u3067\u8ffd\u6c42\u3057\u305f\u300cFlash-Lite\u300d\u306e\u5168\u5bb9\u3092\u89e3\u8aac\u3057\u307e\u3059\u3002 <\/p>\n\n\n\n<p>\u65e2\u5b58\u306eFlash\u3084Pro\u3068\u4f55\u304c\u9055\u3046\u306e\u304b\u3001\u305d\u3057\u3066\u65b0\u6a5f\u80fd\u300cThinking levels\u300d\u304c\u958b\u767a\u306b\u3069\u3046\u5f71\u97ff\u3059\u308b\u304b\u3092\u78ba\u8a8d\u3057\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u30e2\u30c7\u30eb\u306e\u7acb\u3061\u4f4d\u7f6e\uff08Flash\/Pro\u3068\u306e\u9055\u3044\uff09<\/h3>\n\n\n\n<p><span class=\"swl-marker mark_yellow\"><strong>Gemini 3.1 Flash-Lite\u306fGemini 3 \u30b7\u30ea\u30fc\u30ba\u306e\u4e2d\u3067\u6700\u3082\u5b89\u304f\u3066\u901f\u3044\u30e2\u30c7\u30eb<\/strong><\/span>\u3067\u30012026\u5e743\u67083\u65e5\u306b\u30d7\u30ec\u30d3\u30e5\u30fc\u516c\u958b\u3055\u308c\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p>\u7ffb\u8a33\u30fb\u5206\u985e\u30fb\u30b3\u30f3\u30c6\u30f3\u30c4\u30e2\u30c7\u30ec\u30fc\u30b7\u30e7\u30f3\u3068\u3044\u3063\u305f\u300c\u5927\u91cf\u306b\u7e70\u308a\u8fd4\u3059\u5b9a\u578b\u30bf\u30b9\u30af\u300d\u306b\u6700\u9069\u5316\u3055\u308c\u3066\u304a\u308a\u3001\u30b3\u30b9\u30c8\u3092\u6291\u3048\u306a\u304c\u3089\u9ad8\u30b9\u30eb\u30fc\u30d7\u30c3\u30c8\u3067\u51e6\u7406\u3057\u305f\u3044\u958b\u767a\u8005\u5411\u3051\u306b\u8a2d\u8a08\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>Gemini \u306e\u30e2\u30c7\u30eb\u30e9\u30a4\u30f3\u30ca\u30c3\u30d7\u306f\u3001Pro\u30fbFlash\u30fbFlash-Lite\u306e3\u6bb5\u968e\u306b\u5206\u304b\u308c\u3066\u304a\u308a\u3001\u305d\u308c\u305e\u308c\u5f79\u5272\u304c\u7570\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table is-all-centered\"><table><thead><tr><th>\u30e2\u30c7\u30eb<\/th><th>\u5fdc\u7b54\u901f\u5ea6<\/th><th>\u30b3\u30b9\u30c8<\/th><th>\u54c1\u8cea\u30fb\u7cbe\u5ea6<\/th><th>\u4e3b\u306a\u7528\u9014<\/th><\/tr><\/thead><tbody><tr><th>Flash-Lite<\/th><td data-has-cell-bg=\"1\" data-has-cell-icon=\"l-bg\"><span data-icon=\"doubleCircle\" data-icon-size=\"l\" data-icon-type=\"bg\" aria-hidden=\"true\" class=\"swl-cell-bg\">\u00a0<\/span>\u6700\u901f<\/td><td data-has-cell-bg=\"1\" data-has-cell-icon=\"l-bg\"><span data-icon=\"doubleCircle\" data-icon-size=\"l\" data-icon-type=\"bg\" aria-hidden=\"true\" class=\"swl-cell-bg\">\u00a0<\/span>\u6700\u5c0f<\/td><td data-has-cell-bg=\"1\" data-has-cell-icon=\"l-bg\"><span data-icon=\"triangle\" data-icon-size=\"l\" data-icon-type=\"bg\" aria-hidden=\"true\" class=\"swl-cell-bg\">\u00a0<\/span>\u4e2d<\/td><td>\u7ffb\u8a33\u30fb\u5206\u985e\u30fb\u8981\u7d04\u306a\u3069\u9ad8\u983b\u5ea6\u306e\u5b9a\u578b\u30bf\u30b9\u30af<\/td><\/tr><tr><th>Flash<\/th><td data-has-cell-bg=\"1\" data-has-cell-icon=\"l-bg\"><span data-icon=\"circle\" data-icon-size=\"l\" data-icon-type=\"bg\" aria-hidden=\"true\" class=\"swl-cell-bg\">\u00a0<\/span>\u901f\u3044<\/td><td data-has-cell-bg=\"1\" data-has-cell-icon=\"l-bg\"><span data-icon=\"circle\" data-icon-size=\"l\" data-icon-type=\"bg\" aria-hidden=\"true\" class=\"swl-cell-bg\">\u00a0<\/span>\u4e2d<\/td><td data-has-cell-bg=\"1\" data-has-cell-icon=\"l-bg\"><span data-icon=\"circle\" data-icon-size=\"l\" data-icon-type=\"bg\" aria-hidden=\"true\" class=\"swl-cell-bg\">\u00a0<\/span>\u9ad8<\/td><td>\u30d0\u30e9\u30f3\u30b9\u91cd\u8996\u30fb\u6c4e\u7528\u901f\u3055\u3068\u7cbe\u5ea6\u3092\u4e21\u7acb\u3057\u305f\u4e2d\u7a0b\u5ea6\u306e\u30bf\u30b9\u30af<\/td><\/tr><tr><th>Pro<\/th><td data-has-cell-bg=\"1\" data-has-cell-icon=\"l-bg\"><span data-icon=\"triangle\" data-icon-size=\"l\" data-icon-type=\"bg\" aria-hidden=\"true\" class=\"swl-cell-bg\">\u00a0<\/span>\u666e\u901a\u301c\u9045\u3044<\/td><td data-has-cell-bg=\"1\" data-has-cell-icon=\"l-bg\"><span data-icon=\"triangle\" data-icon-size=\"l\" data-icon-type=\"bg\" aria-hidden=\"true\" class=\"swl-cell-bg\">\u00a0<\/span>\u6700\u5927<\/td><td data-has-cell-bg=\"1\" data-has-cell-icon=\"l-bg\"><span data-icon=\"doubleCircle\" data-icon-size=\"l\" data-icon-type=\"bg\" aria-hidden=\"true\" class=\"swl-cell-bg\">\u00a0<\/span>\u6700\u9ad8<\/td><td>\u8907\u96d1\u63a8\u8ad6\u30fb\u9ad8\u7cbe\u5ea6\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\u4e2d\u3067\u3082Gemini 3.1 Flash-Lite\u306f\u3001\u901f\u5ea6\u30fb\u30b3\u30b9\u30c8\u30fb\u54c1\u8cea\u306e\u30d0\u30e9\u30f3\u30b9\u3092\u91cd\u8996\u3057\u305f\u8efd\u91cf\u30e2\u30c7\u30eb\u3067\u3059\u3002<\/p>\n\n\n\n<p>Google DeepMind\u306e\u516c\u5f0f\u30d6\u30ed\u30b0\u306b\u3088\u308b\u3068\u3001Gemini 3.1 Flash-Lite\u306f\u540c\u30af\u30e9\u30b9\u306e\u4ed6\u30e2\u30c7\u30eb\u3092\u4e0a\u56de\u308b\u63a8\u8ad6\u529b\u3068\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u7406\u89e3\u529b\u3092\u6301\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3067\u306f\u3001GPQA Diamond\uff08\u79d1\u5b66\u7684\u77e5\u8b58\uff09\u306786.9%\u3001MMMU-Pro\uff08\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u7406\u89e3\uff09\u306776.8%\u3092\u8a18\u9332\u3057\u3066\u304a\u308a\u3001\u524d\u4e16\u4ee3\u306e\u4e0a\u4f4d\u30e2\u30c7\u30eb\u3067\u3042\u308bGemini 2.5 Flash\u3092\u3082\u4e0a\u56de\u308b\u6027\u80fd\u3092\u767a\u63ee\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>multimodal understanding benchmarks, including 86.9% on GPQA Diamond and 76.8% on MMMU Pro\u2013even surpassing larger Gemini models from prior generations like 2.5 Flash.<\/p>\n\n\n\n<p><span class=\"swl-fz u-fz-s\">\u548c\u8a33\uff1a\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u7406\u89e3\u306e\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3067\u306f\u3001GPQA Diamond\u306786.9%\u3001MMMU Pro\u306776.8%\u3092\u9054\u6210\u3057\u3066\u304a\u308a\u30012.5 Flash\u306a\u3069\u306e\u4ee5\u524d\u306e\u4e16\u4ee3\u306e\u5927\u578bGemini\u30e2\u30c7\u30eb\u3092\u3082\u4e0a\u56de\u3063\u3066\u3044\u307e\u3059\u3002<\/span><\/p>\n<cite>\u51fa\u5178\uff1a<a href=\"https:\/\/blog.google\/innovation-and-ai\/models-and-research\/gemini-models\/gemini-3-1-flash-lite\/\" data-type=\"link\" data-id=\"https:\/\/blog.google\/innovation-and-ai\/models-and-research\/gemini-models\/gemini-3-1-flash-lite\/\" target=\"_blank\" rel=\"noreferrer noopener\">Google<\/a><\/cite><\/blockquote>\n\n\n\n<p>\u901f\u5ea6\u9762\u3067\u306f\u3001Artificial Analysis\u306e\u8a08\u6e2c\u306b\u3088\u308b\u3068\u3001\u521d\u56de\u306e\u56de\u7b54\u30c8\u30fc\u30af\u30f3\u307e\u3067\u306e\u6642\u9593\u306fGemini 2.5 Flash\u306e2.5\u500d\u901f\u304f\u3001\u51fa\u529b\u901f\u5ea6\u306f363\u30c8\u30fc\u30af\u30f3\uff0f\u79d2\u306845%\u5411\u4e0a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p> According to internal benchmarks and third-party evaluations, Flash-Lite outperforms its predecessor, Gemini 2.5 Flash, with a 2.5X faster time to first token. Furthermore, it boasts a 45 percent increase in overall output speed \u2014 363 tokens per second compared to 249.<\/p>\n\n\n\n<p><span class=\"swl-fz u-fz-s\">\u548c\u8a33\uff1a\u793e\u5185\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3068\u7b2c\u4e09\u8005\u6a5f\u95a2\u306b\u3088\u308b\u8a55\u4fa1\u306b\u3088\u308b\u3068\u3001Flash-Lite\u306f\u524d\u30d0\u30fc\u30b8\u30e7\u30f3\u306eGemini 2.5 Flash\u3092\u4e0a\u56de\u308a\u3001\u6700\u521d\u306e\u30c8\u30fc\u30af\u30f3\u751f\u6210\u307e\u3067\u306e\u6642\u9593\u304c2.5\u500d\u901f\u304f\u306a\u3063\u3066\u3044\u307e\u3059\u3002\u3055\u3089\u306b\u3001\u5168\u4f53\u7684\u306a\u51fa\u529b\u901f\u5ea6\u308245%\u5411\u4e0a\u3057\u3001\u6bce\u79d2249\u30c8\u30fc\u30af\u30f3\u304b\u3089363\u30c8\u30fc\u30af\u30f3\u306b\u5897\u52a0\u3057\u3066\u3044\u307e\u3059\u3002<\/span><\/p>\n<cite>\u51fa\u5178\uff1a<a href=\"https:\/\/venturebeat.com\/technology\/google-releases-gemini-3-1-flash-lite-at-1-8th-the-cost-of-pro\" data-type=\"link\" data-id=\"https:\/\/venturebeat.com\/technology\/google-releases-gemini-3-1-flash-lite-at-1-8th-the-cost-of-pro\" target=\"_blank\" rel=\"noreferrer noopener\">venturebeat.com<\/a><\/cite><\/blockquote>\n\n\n\n<p>\u307e\u305a <span class=\"swl-marker mark_yellow\"><strong>Flash-Lite\u3067\u691c\u8a3c\u3092\u59cb\u3081\u3001\u7cbe\u5ea6\u3084\u63a8\u8ad6\u6df1\u5ea6\u304c\u4e0d\u8db3\u3059\u308b\u5834\u5408\u306b\u4e0a\u4f4d\u30e2\u30c7\u30eb\u3078\u79fb\u884c\u3059\u308b<\/strong><\/span>\u306e\u304c\u3001\u30b3\u30b9\u30c8\u3092\u6291\u3048\u306a\u304c\u3089\u30b9\u30b1\u30fc\u30eb\u3059\u308b\u57fa\u672c\u7684\u306a\u8003\u3048\u65b9\u3067\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-embed is-type-wp-embed is-provider-miralabai wp-block-embed-miralabai\"><div class=\"wp-block-embed__wrapper\">\nhttps:\/\/miralab.co.jp\/media\/gemini-2-5-flash\/\n<\/div><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\u5bfe\u5fdc\u30e2\u30c0\u30ea\u30c6\u30a3\u3068\u6a5f\u80fd\u5236\u9650<\/h3>\n\n\n\n<p>Gemini 3.1 Flash-Lite\u306f\u3001<span class=\"swl-marker mark_yellow\"><strong>\u30c6\u30ad\u30b9\u30c8\u30fb\u753b\u50cf\u30fb\u97f3\u58f0\u30fb\u52d5\u753b\u30fbPDF \u3092\u5165\u529b\u3068\u3057\u3066\u53d7\u3051\u4ed8\u3051\u308b\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u30e2\u30c7\u30eb<\/strong><\/span>\u3067\u3059\u3002<br><span class=\"swl-inline-color has-swl-deep-01-color\"><strong>\u51fa\u529b\u306f\u30c6\u30ad\u30b9\u30c8\u306e\u307f<\/strong><\/span>\u3067\u3001\u753b\u50cf\u3084\u97f3\u58f0\u306e\u751f\u6210\u306b\u306f\u5bfe\u5fdc\u3057\u3066\u3044\u307e\u305b\u3093\u3002<\/p>\n\n\n\n<p>\u4e3b\u306a\u5bfe\u5fdc\u6a5f\u80fd\u306f\u3001\u30c6\u30ad\u30b9\u30c8\u751f\u6210\u30fb\u8981\u7d04\u30fb\u7ffb\u8a33\u3092\u306f\u3058\u3081\u3001\u69cb\u9020\u5316\u51fa\u529b\uff08JSON\uff09\u30fb\u95a2\u6570\u547c\u3073\u51fa\u3057\u30fbGoogle\u691c\u7d22\u30b0\u30e9\u30a6\u30f3\u30c7\u30a3\u30f3\u30b0\u30fb\u30b3\u30fc\u30c9\u5b9f\u884c\u30fbthinking levels\u306b\u3088\u308b\u601d\u8003\u30ec\u30d9\u30eb\u306e\u8abf\u6574\u306a\u3069\u3001\u958b\u767a\u7528\u9014\u3067\u5fc5\u8981\u306b\u306a\u308b\u6a5f\u80fd\u306f\u3072\u3068\u901a\u308a\u63c3\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u4e00\u65b9\u3001\u753b\u50cf\u30fb\u97f3\u58f0\u30fb\u52d5\u753b\u306e\u751f\u6210\u3084\u3001Live API\u3092\u4f7f\u3063\u305f\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u97f3\u58f0\u30fb\u6620\u50cf\u306e\u3084\u308a\u53d6\u308a\u306b\u306f\u5bfe\u5fdc\u3057\u3066\u3044\u307e\u305b\u3093\u3002<\/p>\n\n\n\n<p>\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u9577\u306f\u6700\u5927100\u4e07\u30c8\u30fc\u30af\u30f3\u3001\u51fa\u529b\u306f\u6700\u5927\u7d0464,000\u30c8\u30fc\u30af\u30f3\u3067\u3059\u3002\u9577\u3044\u6587\u66f8\u3092\u4e38\u3054\u3068\u5165\u529b\u3057\u3066\u8981\u7d04\u30fb\u62bd\u51fa\u3059\u308b\u3088\u3046\u306a\u7528\u9014\u306b\u3082\u5bfe\u5fdc\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u601d\u8003\u30ec\u30d9\u30eb\uff08thinking levels\uff09\u306e\u4ed5\u7d44\u307f<\/h3>\n\n\n\n<p>Gemini 3.1 Flash-Lite\u3067\u306f\u3001<span class=\"swl-marker mark_yellow\"><strong>thinking_level\u30d1\u30e9\u30e1\u30fc\u30bf\u3067\u3001\u30e2\u30c7\u30eb\u304c\u56de\u7b54\u524d\u306b\u3069\u308c\u3060\u3051\u300c\u8003\u3048\u308b\u300d\u304b\u3092\u5236\u5fa1<\/strong><\/span>\u3067\u304d\u307e\u3059\u3002\u8a2d\u5b9a\u3067\u304d\u308b\u30ec\u30d9\u30eb\u306fminimal\u30fblow\u30fbmedium\u30fbhigh\u306e4\u6bb5\u968e\u3067\u3001\u30ec\u30d9\u30eb\u3092\u4e0b\u3052\u308b\u307b\u3069\u901f\u304f\u5b89\u304f\u3001\u4e0a\u3052\u308b\u307b\u3069\u7cbe\u5ea6\u304c\u9ad8\u304f\u306a\u308a\u3084\u3059\u3044\u50be\u5411\u306b\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u6307\u5b9a\u3057\u306a\u3044\u5834\u5408\u306fhigh\u304c\u30c7\u30d5\u30a9\u30eb\u30c8\u306b\u306a\u308b\u305f\u3081\u3001\u9ad8\u983b\u5ea6\u30bf\u30b9\u30af\u3067\u30b3\u30b9\u30c8\u3092\u6291\u3048\u305f\u3044\u5834\u5408\u306f\u660e\u793a\u7684\u306b\u6307\u5b9a\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table is-all-centered\"><table><thead><tr><th>thinking_level<\/th><th>\u5fdc\u7b54\u901f\u5ea6<\/th><th>\u30b3\u30b9\u30c8<\/th><th>\u54c1\u8cea\u30fb\u7cbe\u5ea6<\/th><th>\u5411\u3044\u3066\u3044\u308b\u30bf\u30b9\u30af\u4f8b<\/th><\/tr><\/thead><tbody><tr><th>minimal<\/th><td data-has-cell-bg=\"1\" data-has-cell-icon=\"l-bg\"><span data-icon=\"doubleCircle\" data-icon-size=\"l\" data-icon-type=\"bg\" aria-hidden=\"true\" class=\"swl-cell-bg\">\u00a0<\/span>\u6700\u901f<\/td><td data-has-cell-bg=\"1\" data-has-cell-icon=\"l-bg\"><span data-icon=\"doubleCircle\" data-icon-size=\"l\" data-icon-type=\"bg\" aria-hidden=\"true\" class=\"swl-cell-bg\">\u00a0<\/span>\u6700\u5c0f<\/td><td data-has-cell-bg=\"1\" data-has-cell-icon=\"l-bg\"><span data-icon=\"triangle\" data-icon-size=\"l\" data-icon-type=\"bg\" aria-hidden=\"true\" class=\"swl-cell-bg\">\u00a0<\/span>\u4f4e<\/td><td>\u7ffb\u8a33\u30fb\u5206\u985e\u30fb\u5b9a\u578b\u62bd\u51fa<\/td><\/tr><tr><th>low<\/th><td data-has-cell-bg=\"1\" data-has-cell-icon=\"l-bg\"><span data-icon=\"circle\" data-icon-size=\"l\" data-icon-type=\"bg\" aria-hidden=\"true\" class=\"swl-cell-bg\">\u00a0<\/span>\u901f\u3044<\/td><td data-has-cell-bg=\"1\" data-has-cell-icon=\"l-bg\"><span data-icon=\"circle\" data-icon-size=\"l\" data-icon-type=\"bg\" aria-hidden=\"true\" class=\"swl-cell-bg\">\u00a0<\/span>\u5c0f<\/td><td data-has-cell-bg=\"1\" data-has-cell-icon=\"l-bg\"><span data-icon=\"triangle\" data-icon-size=\"l\" data-icon-type=\"bg\" aria-hidden=\"true\" class=\"swl-cell-bg\">\u00a0<\/span>\u3084\u3084\u4f4e<\/td><td>\u8981\u7d04\u30fb\u7c21\u5358\u306aQ&amp;A<\/td><\/tr><tr><th>medium<\/th><td data-has-cell-bg=\"1\" data-has-cell-icon=\"l-bg\"><span data-icon=\"circle\" data-icon-size=\"l\" data-icon-type=\"bg\" aria-hidden=\"true\" class=\"swl-cell-bg\">\u00a0<\/span>\u666e\u901a<\/td><td data-has-cell-bg=\"1\" data-has-cell-icon=\"l-bg\"><span data-icon=\"circle\" data-icon-size=\"l\" data-icon-type=\"bg\" aria-hidden=\"true\" class=\"swl-cell-bg\">\u00a0<\/span>\u4e2d<\/td><td data-has-cell-bg=\"1\" data-has-cell-icon=\"l-bg\"><span data-icon=\"circle\" data-icon-size=\"l\" data-icon-type=\"bg\" aria-hidden=\"true\" class=\"swl-cell-bg\">\u00a0<\/span>\u4e2d<\/td><td>UI\u751f\u6210\u30fb\u6307\u793a\u8ffd\u5f93\u30fb\u8ad6\u7406\u7684\u306a\u7d44\u307f\u7acb\u3066<\/td><\/tr><tr><th>high<br><span class=\"swl-fz u-fz-xs\">\uff08\u30c7\u30d5\u30a9\u30eb\u30c8\uff09<\/span><\/th><td data-has-cell-bg=\"1\" data-has-cell-icon=\"l-bg\"><span data-icon=\"triangle\" data-icon-size=\"l\" data-icon-type=\"bg\" aria-hidden=\"true\" class=\"swl-cell-bg\">\u00a0<\/span>\u9045\u3044<\/td><td data-has-cell-bg=\"1\" data-has-cell-icon=\"l-bg\"><span data-icon=\"triangle\" data-icon-size=\"l\" data-icon-type=\"bg\" aria-hidden=\"true\" class=\"swl-cell-bg\">\u00a0<\/span>\u5927<\/td><td data-has-cell-bg=\"1\" data-has-cell-icon=\"l-bg\"><span data-icon=\"doubleCircle\" data-icon-size=\"l\" data-icon-type=\"bg\" aria-hidden=\"true\" class=\"swl-cell-bg\">\u00a0<\/span>\u9ad8<\/td><td>\u8907\u6570\u30b9\u30c6\u30c3\u30d7\u306e\u63a8\u8ad6\u30fb\u8907\u96d1\u306a\u554f\u984c\u89e3\u6c7a<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p><span class=\"swl-marker mark_yellow\"><strong>thinking_level\u3092 minimal\u3084low\u306b\u8a2d\u5b9a\u3059\u308b\u3053\u3068\u3067\u30013\u30e2\u30c7\u30eb\u306e\u4e2d\u3067\u6700\u3082\u30b3\u30b9\u30c8\u3092\u6291\u3048\u305f\u904b\u7528\u304c\u53ef\u80fd<\/strong><\/span>\u3067\u3059\u3002\u9ad8\u983b\u5ea6\u30bf\u30b9\u30af\u3067\u306f\u307e\u305aminimal\u304b\u3089\u8a66\u3057\u3001\u54c1\u8cea\u304c\u4e0d\u5341\u5206\u306a\u5834\u5408\u306b\u30ec\u30d9\u30eb\u3092\u4e0a\u3052\u3066\u8abf\u6574\u3057\u3066\u3044\u304f\u306e\u304c\u304a\u3059\u3059\u3081\u3067\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Gemini 3.1 Flash-Lite\u306e\u6599\u91d1\u306f\uff1fAPI\u30b3\u30b9\u30c8\u3092\u6700\u5c0f\u5316\u3059\u308b\u305f\u3081\u306e\u6599\u91d1\u4f53\u7cfb\u3068\u6700\u9069\u5316<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"1537\" height=\"714\" src=\"https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/03\/image-13.png\" alt=\"\" class=\"wp-image-87702\" srcset=\"https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/03\/image-13.png 1537w, https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/03\/image-13-300x139.png 300w, https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/03\/image-13-1024x476.png 1024w, https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/03\/image-13-768x357.png 768w\" sizes=\"(max-width: 1537px) 100vw, 1537px\" \/><\/figure>\n\n\n\n<p>100\u4e07\u30c8\u30fc\u30af\u30f3\u3042\u305f\u308a\u306e\u5358\u4fa1\u304b\u3089\u7121\u6599\u67a0\u306e\u898f\u5b9a\u3001\u3055\u3089\u306b\u300c\u601d\u8003\u30c8\u30fc\u30af\u30f3\u300d\u306e\u8ab2\u91d1\u30eb\u30fc\u30eb\u307e\u3067\u3001\u30b3\u30b9\u30c8\u69cb\u9020\u3092\u89e3\u8aac\u3057\u307e\u3059\u3002 \u5927\u91cf\u306e\u30ea\u30af\u30a8\u30b9\u30c8\u3092\u5b89\u304f\u56de\u3059\u305f\u3081\u306e\u30d0\u30c3\u30c1\u51e6\u7406\u3084\u30ad\u30e3\u30c3\u30b7\u30e5\u6226\u7565\u306b\u3064\u3044\u3066\u3082\u89e6\u308c\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u57fa\u672c\u7684\u306a\u6599\u91d1\u4f53\u7cfb\u3068\u7121\u6599\u67a0\u306e\u5168\u4f53\u50cf<\/h3>\n\n\n\n<p>Gemini API\u306e\u6599\u91d1\u30d7\u30e9\u30f3\u306f\u3001<span class=\"swl-marker mark_yellow\"><strong>\u7121\u6599\u3067\u4f7f\u3048\u308b\u300c\u7121\u6599\u67a0\uff08Free Tier\uff09\u300d \u3068\u3001\u4f7f\u3063\u305f\u5206\u3060\u3051\u6599\u91d1\u304c\u767a\u751f\u3059\u308b\u300c\u6709\u6599\u67a0\uff08Paid Tier\uff09\u300d\u306e2\u7a2e\u985e\u304c\u3042\u308a\u307e\u3059\u3002<\/strong><\/span>Gemini 3.1 Flash-Lite\u306f\u30d7\u30ec\u30d3\u30e5\u30fc\u6bb5\u968e\u306a\u304c\u3089\u3001\u7121\u6599\u67a0\u3067\u306e\u5229\u7528\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u6709\u6599\u67a0\u3068\u7121\u6599\u67a0\u3067\u3067\u304d\u308b\u3053\u3068\u3092\u6bd4\u8f03\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table is-all-centered--va\"><table><thead><tr><th>\u9805\u76ee<\/th><th>\u6709\u6599\u67a0<\/th><th>\u7121\u6599\u67a0<\/th><\/tr><\/thead><tbody><tr><th>\u5165\u529b<span class=\"swl-fz u-fz-xs\">\uff08100\u4e07\u30c8\u30fc\u30af\u30f3\u3042\u305f\u308a\uff09<\/span><\/th><td>$0.25<span class=\"swl-fz u-fz-xs\">\uff08\u30c6\u30ad\u30b9\u30c8\/\u753b\u50cf\/\u52d5\u753b\uff09<\/span><br>$0.50<span class=\"swl-fz u-fz-xs\">\uff08\u97f3\u58f0\uff09<\/span><\/td><td>\u9001\u4fe1\u56de\u6570\u306b\u4e0a\u9650\u3042\u308a<\/td><\/tr><tr><th>\u51fa\u529b<span class=\"swl-fz u-fz-xs\">\uff08100\u4e07\u30c8\u30fc\u30af\u30f3\u3042\u305f\u308a\uff09<\/span><\/th><td>$1.50<\/td><td>\u9001\u4fe1\u56de\u6570\u306b\u4e0a\u9650\u3042\u308a<\/td><\/tr><tr><th>\u3088\u304f\u4f7f\u3046\u5165\u529b\u306e\u4e00\u6642\u4fdd\u5b58<span class=\"swl-fz u-fz-xs\">\uff08\u30ad\u30e3\u30c3\u30b7\u30e5\uff09<\/span><\/th><td>$0.025<span class=\"swl-fz u-fz-xs\">\uff08\u30c6\u30ad\u30b9\u30c8\/\u753b\u50cf\/\u52d5\u753b\uff09<\/span><br>$0.05<span class=\"swl-fz u-fz-xs\">\uff08\u97f3\u58f0\uff09<\/span><br>$1.00\/100\u4e07\u30c8\u30fc\u30af\u30f3\/\u6642\u9593<\/td><td>\u5229\u7528\u4e0d\u53ef<\/td><\/tr><tr><th>Google\u691c\u7d22\u306b\u3088\u308b\u30b0\u30e9\u30a6\u30f3\u30c7\u30a3\u30f3\u30b0<\/th><td>5,000\u4ef6\/\u6708\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u307e\u3067\u7121\u6599<br>\u305d\u306e\u5f8c\u306f\u3001$14\/\u691c\u7d22\u30af\u30a8\u30ea1,000\u4ef6<\/td><td>\u5229\u7528\u4e0d\u53ef<\/td><\/tr><tr><th>Google\u30de\u30c3\u30d7\u306b\u3088\u308b\u30b0\u30e9\u30a6\u30f3\u30c7\u30a3\u30f3\u30b0<\/th><td>5,000\u4ef6\/\u6708\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u307e\u3067\u7121\u6599<br>\u305d\u306e\u5f8c\u306f\u3001$14\/\u691c\u7d22\u30af\u30a8\u30ea1,000\u4ef6<\/td><td>\u5229\u7528\u4e0d\u53ef<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\u306a\u304a\u3001\u601d\u8003\u30ec\u30d9\u30eb\u306e\u8a2d\u5b9a\uff08thinking_level\uff09\u306b\u3088\u3063\u3066\u767a\u751f\u3059\u308b\u5185\u90e8\u306e\u63a8\u8ad6\u51e6\u7406\u306f\u3001\u51fa\u529b\u30c6\u30ad\u30b9\u30c8\u306e\u6599\u91d1\u306b\u542b\u307e\u308c\u308b\u5f62\u3067\u8ab2\u91d1\u3055\u308c\u307e\u3059\u3002\u601d\u8003\u30ec\u30d9\u30eb\u3092minimal\u3084low\u306b\u4e0b\u3052\u308b\u3068\u3001\u51fa\u529b\u91cf\u304c\u6e1b\u308b\u305f\u3081\u6599\u91d1\u3092\u6291\u3048\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u30b3\u30b9\u30c8\u3092\u6700\u5c0f\u9650\u306b\u6291\u3048\u305f\u3044\u5834\u5408\u306f\u3001<span class=\"swl-inline-color has-swl-deep-01-color\"><strong>\u4e00\u62ec\u9001\u4fe1\uff08\u6709\u6599\u67a0\uff09\u00d7 \u601d\u8003\u30ec\u30d9\u30ebminimal \u306e\u7d44\u307f\u5408\u308f\u305b<\/strong><\/span>\u304c\u6700\u3082\u52b9\u7387\u7684\u3067\u3059\u3002\u7121\u6599\u67a0\u306f\u52d5\u4f5c\u78ba\u8a8d\u3084\u8a66\u4f5c\u5411\u3051\u3068\u5272\u308a\u5207\u308a\u3001\u672c\u756a\u904b\u7528\u3067\u306f\u6709\u6599\u67a0\u3078\u306e\u79fb\u884c\u3092\u524d\u63d0\u306b\u691c\u8a0e\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u6a19\u6e96API\u3068\u30d0\u30c3\u30c1\u51e6\u7406\u306e\u4f7f\u3044\u5206\u3051<\/h3>\n\n\n\n<p>\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u51e6\u7406\u3059\u308b\u300c\u6a19\u6e96API\u300d\u3068\u3001\u307e\u3068\u3081\u3066\u51e6\u7406\u3059\u308b\u300c\u30d0\u30c3\u30c1API\u300d\u306e2\u3064\u306e\u547c\u3073\u51fa\u3057\u65b9\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p> <span class=\"swl-marker mark_yellow\"><strong>\u30d0\u30c3\u30c1API\u3092\u4f7f\u3046\u3068\u6599\u91d1\u304c50%\u5272\u5f15\u306b\u306a\u308a\u3001\u5165\u529b\u30fb\u51fa\u529b\u3068\u3082\u306b\u6a19\u6e96API\u306e\u534a\u984d\u3067\u5229\u7528<\/strong><\/span>\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table is-all-centered--va\"><table><thead><tr><th>\u9805\u76ee<\/th><th>\u6599\u91d1<\/th><\/tr><\/thead><tbody><tr><th>\u5165\u529b<span class=\"swl-fz u-fz-xs\">\uff08100\u4e07\u30c8\u30fc\u30af\u30f3\u3042\u305f\u308a\uff09<\/span><\/th><td>$0.215<span class=\"swl-fz u-fz-xs\">\uff08\u30c6\u30ad\u30b9\u30c8\/\u753b\u50cf\/\u52d5\u753b\uff09<\/span><br>$0.25<span class=\"swl-fz u-fz-xs\">\uff08\u97f3\u58f0\uff09<\/span><\/td><\/tr><tr><th>\u51fa\u529b<span class=\"swl-fz u-fz-xs\">\uff08100\u4e07\u30c8\u30fc\u30af\u30f3\u3042\u305f\u308a\uff09<\/span><\/th><td>$0.75<\/td><\/tr><tr><th>\u3088\u304f\u4f7f\u3046\u5165\u529b\u306e\u4e00\u6642\u4fdd\u5b58<span class=\"swl-fz u-fz-xs\">\uff08\u30ad\u30e3\u30c3\u30b7\u30e5\uff09<\/span><\/th><td>$0.0125<span class=\"swl-fz u-fz-xs\">\uff08\u30c6\u30ad\u30b9\u30c8\/\u753b\u50cf\/\u52d5\u753b\uff09<\/span><br>$0.025<span class=\"swl-fz u-fz-xs\">\uff08\u97f3\u58f0\uff09<\/span><br>$0.50\/100\u4e07\u30c8\u30fc\u30af\u30f3\/\u6642\u9593<\/td><\/tr><tr><th>Google\u691c\u7d22\u306b\u3088\u308b\u30b0\u30e9\u30a6\u30f3\u30c7\u30a3\u30f3\u30b0<\/th><td>5,000\u4ef6\/\u6708\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u307e\u3067\u7121\u6599<br>\u305d\u306e\u5f8c\u306f\u3001$14\/\u691c\u7d22\u30af\u30a8\u30ea1,000\u4ef6<\/td><\/tr><tr><th>Google\u30de\u30c3\u30d7\u306b\u3088\u308b\u30b0\u30e9\u30a6\u30f3\u30c7\u30a3\u30f3\u30b0<\/th><td>5,000\u4ef6\/\u6708\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u307e\u3067\u7121\u6599<br>\u305d\u306e\u5f8c\u306f\u3001$14\/\u691c\u7d22\u30af\u30a8\u30ea1,000\u4ef6<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\u306a\u304a\u3001Google\u691c\u7d22\u3068Google\u30de\u30c3\u30d7\u306b\u3088\u308b\u30b0\u30e9\u30a6\u30f3\u30c7\u30a3\u30f3\u30b0\u306f\u3001\u901a\u5e38\u6599\u91d1\u3068\u5909\u308f\u308a\u307e\u305b\u3093\u3002<\/p>\n\n\n\n<p><span class=\"swl-marker mark_yellow\"><strong>\u5373\u6642\u5fdc\u7b54\u304c\u4e0d\u8981\u306a\u3001\u7ffb\u8a33\u30fb\u5206\u985e\u30fb\u8981\u7d04\u306a\u3069\u306e\u51e6\u7406\u306b\u306f\u30d0\u30c3\u30c1API<\/strong><\/span>\u304c\u9069\u3057\u3066\u3044\u307e\u3059\u3002 \u4e00\u65b9\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u5165\u529b\u306b\u5373\u5ea7\u306b\u5fdc\u7b54\u3059\u308b\u30c1\u30e3\u30c3\u30c8\u3084\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u30b3\u30f3\u30c6\u30f3\u30c4\u751f\u6210\u306b\u306f\u3001\u6a19\u6e96API\u3092\u9078\u3076\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u51e6\u7406\u306e\u6027\u8cea\u306b\u5fdc\u3058\u3066\u4f7f\u3044\u5206\u3051\u308b\u3060\u3051\u3067\u3001\u540c\u3058\u51e6\u7406\u91cf\u3067\u3082\u30b3\u30b9\u30c8\u3092\u5927\u304d\u304f\u6291\u3048\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u30b3\u30b9\u30c8\u6700\u9069\u5316\u3068\u9ad8\u983b\u5ea6\u30bf\u30b9\u30af\u8a2d\u8a08<\/h3>\n\n\n\n<p>\u30b3\u30b9\u30c8\u3092\u6291\u3048\u308b\u3046\u3048\u3067\u52b9\u679c\u7684\u306a\u624b\u6bb5\u306f3\u3064\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>1\u3064\u76ee\u306f<span class=\"swl-inline-color has-swl-deep-01-color\"><strong>\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u30ad\u30e3\u30c3\u30b7\u30e5\u306e\u6d3b\u7528<\/strong><\/span>\u3067\u3059\u3002 \u540c\u3058\u30b7\u30b9\u30c6\u30e0\u30d7\u30ed\u30f3\u30d7\u30c8\u3084\u80cc\u666f\u60c5\u5831\u3092\u7e70\u308a\u8fd4\u3057\u9001\u4fe1\u3059\u308b\u5834\u5408\u3001\u30ad\u30e3\u30c3\u30b7\u30e5\u3057\u3066\u304a\u304f\u3053\u3068\u3067\u5165\u529b\u30c8\u30fc\u30af\u30f3\u306e\u30b3\u30b9\u30c8\u3092\u524a\u6e1b\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>2\u3064\u76ee\u306f<span class=\"swl-inline-color has-swl-deep-01-color\"><strong>\u30e2\u30c7\u30eb\u30eb\u30fc\u30c6\u30a3\u30f3\u30b0<\/strong><\/span>\u3067\u3059\u3002 \u3059\u3079\u3066\u306e\u30ea\u30af\u30a8\u30b9\u30c8\u3092Flash\u3084Pro\u306b\u9001\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u30b7\u30f3\u30d7\u30eb\u306a\u30bf\u30b9\u30af\u306fFlash-Lite \u3067\u51e6\u7406\u3057\u3001\u8907\u96d1\u306a\u30bf\u30b9\u30af\u3060\u3051\u4e0a\u4f4d\u30e2\u30c7\u30eb\u306b\u632f\u308a\u5206\u3051\u308b\u3053\u3068\u3067\u3001\u5168\u4f53\u306e\u30b3\u30b9\u30c8\u3092\u5927\u5e45\u306b\u4e0b\u3052\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p>3\u3064\u76ee\u306f<span class=\"swl-inline-color has-swl-deep-01-color\"><strong>\u9ad8\u983b\u5ea6\u30bf\u30b9\u30af\u306e\u8a2d\u8a08\u898b\u76f4\u3057<\/strong><\/span>\u3067\u3059\u3002 \u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u77ed\u304f\u6574\u7406\u3059\u308b\u3001\u4e0d\u8981\u306a\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u3092\u524a\u308b\u3001\u5373\u6642\u6027\u304c\u4e0d\u8981\u306a\u30bf\u30b9\u30af\u306f Batch API \u306b\u307e\u3068\u3081\u308b\u3068\u3044\u3063\u305f\u5de5\u592b\u3060\u3051\u3067\u3001\u30c8\u30fc\u30af\u30f3\u6d88\u8cbb\u3092\u7d99\u7d9a\u7684\u306b\u524a\u6e1b\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Gemini 3.1 Flash-Lite\u306e\u4f7f\u3044\u65b9\uff5c\u6700\u77ed\u3067\u5b9f\u88c5\u3059\u308b\u305f\u3081\u306eAPI\u30fbSDK\u5c0e\u5165\u30ac\u30a4\u30c9<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"1505\" height=\"684\" src=\"https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/03\/image-14.png\" alt=\"\" class=\"wp-image-87703\" srcset=\"https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/03\/image-14.png 1505w, https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/03\/image-14-300x136.png 300w, https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/03\/image-14-1024x465.png 1024w, https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/03\/image-14-768x349.png 768w\" sizes=\"(max-width: 1505px) 100vw, 1505px\" \/><\/figure>\n\n\n\n<p>Google AI Studio\u30fbGemini API\u30fbVertex AI\u306e3\u3064\u306e\u5229\u7528\u74b0\u5883\u3092\u76ee\u7684\u5225\u306b\u6574\u7406\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u81ea\u5206\u306e\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u306b\u5408\u3063\u305f\u74b0\u5883\u3092\u9078\u3073\u3001API\u30ad\u30fc\u306e\u767a\u884c\u304b\u3089\u5b89\u5168\u306a\u7ba1\u7406\u65b9\u6cd5\u307e\u3067\u78ba\u8a8d\u3057\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u5229\u7528\u74b0\u5883\uff08AI Studio \/ API \/ Vertex AI\uff09<\/h3>\n\n\n\n<p>Gemini 3.1 Flash-Lite\u306f\u3001<span class=\"swl-marker mark_yellow\"><strong>\u76ee\u7684\u306b\u5fdc\u3058\u3066Google AI Studio\u30fbGemini API\u30fbVertex AI\u306e3\u3064\u306e\u7d4c\u8def\u304b\u3089\u5229\u7528\u3067\u304d\u307e\u3059<\/strong><\/span>\u3002\u3069\u306e\u7d4c\u8def\u3092\u9078\u3076\u304b\u306b\u3088\u3063\u3066\u3001\u30bb\u30c3\u30c8\u30a2\u30c3\u30d7\u624b\u9806\u3068\u64cd\u4f5c\u753b\u9762\u304c\u7570\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-inline-color has-swl-deep-01-color\"><strong>Google AI Studio\u306f\u3001\u30d6\u30e9\u30a6\u30b6\u4e0a\u3067\u30e2\u30c7\u30eb\u3092\u8a66\u305b\u308b\u7121\u6599\u306e\u30d7\u30ec\u30a4\u30b0\u30e9\u30a6\u30f3\u30c9<\/strong><\/span>\u3067\u3059\u3002Google\u30a2\u30ab\u30a6\u30f3\u30c8\u3055\u3048\u3042\u308c\u3070\u3001\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3084\u8a2d\u5b9a\u306a\u3057\u306b\u3059\u3050\u4f7f\u3044\u59cb\u3081\u3089\u308c\u308b\u305f\u3081\u3001\u307e\u305a\u52d5\u4f5c\u3092\u78ba\u8a8d\u3057\u305f\u3044\u5834\u5408\u306e\u51fa\u767a\u70b9\u3068\u3057\u3066\u6700\u9069\u3067\u3059\u3002\u5f8c\u8ff0\u3059\u308bAPI\u30ad\u30fc\u306e\u53d6\u5f97\u3082\u3053\u306e\u753b\u9762\u304b\u3089\u884c\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-inline-color has-swl-deep-01-color\"><strong>Gemini API\u306f\u3001\u500b\u4eba\u958b\u767a\u8005\u5411\u3051\u306e\u6a19\u6e96\u7684\u306a\u5229\u7528\u7d4c\u8def<\/strong><\/span>\u3067\u3059\u3002API\u30ad\u30fc\u3092\u53d6\u5f97\u3059\u308c\u3070\u3001Python\u3084JavaScript\u306a\u3069\u306eSDK\u304b\u3089\u3059\u3050\u306b\u547c\u3073\u51fa\u305b\u307e\u3059\u3002\u7121\u6599\u67a0\u306e\u7bc4\u56f2\u5185\u3067\u3042\u308c\u3070\u30af\u30ec\u30b8\u30c3\u30c8\u30ab\u30fc\u30c9\u767b\u9332\u306a\u3057\u3067\u5229\u7528\u3067\u304d\u308b\u305f\u3081\u3001\u500b\u4eba\u958b\u767a\u306e\u5165\u308a\u53e3\u3068\u3057\u3066\u3082\u4f7f\u3044\u3084\u3059\u3044\u7d4c\u8def\u3067\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-inline-color has-swl-deep-01-color\"><strong>Vertex AI\u306f\u3001Google Cloud\u4e0a\u306e\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u5411\u3051\u74b0\u5883<\/strong><\/span>\u3067\u3059\u3002\u793e\u5185\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u8981\u4ef6\u304c\u53b3\u3057\u3044\u672c\u756a\u904b\u7528\u3084\u3001\u4ed6\u306eGoogle Cloud\u30b5\u30fc\u30d3\u30b9\u3068\u7d44\u307f\u5408\u308f\u305b\u308b\u5834\u5408\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u304c\u3001\u5229\u7528\u958b\u59cb\u307e\u3067\u306e\u624b\u9806\u306fGemini API\u3068\u6bd4\u3079\u3066\u8907\u96d1\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3068\u306b\u304b\u304f<span class=\"swl-marker mark_yellow\"><strong>\u4eca\u3059\u3050\u8a66\u3057\u305f\u3044\u4eba\u306b\u306fGoogle AI Studio\u3001\u500b\u4eba\u30fb\u5c0f\u898f\u6a21\u30a2\u30d7\u30ea\u3092\u4f5c\u308a\u305f\u3044\u306b\u306fGemini API\u3001\u4f01\u696d\u30b7\u30b9\u30c6\u30e0\u306b\u7d44\u307f\u8fbc\u307f\u305f\u3044\u306b\u306fVertex AI\u304c\u304a\u3059\u3059\u3081<\/strong><\/span>\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u307e\u305aGoogle AI Studio \u3067\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u52d5\u4f5c\u3092\u78ba\u8a8d \u2192 Gemini API \u3067\u5b9f\u88c5\u3068\u3044\u3046\u6d41\u308c\u304c\u6700\u3082\u30b9\u30e0\u30fc\u30ba\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Google AI Studio\u3067\u306e\u624b\u9806\uff08\u30d6\u30e9\u30a6\u30b6\u3067\u4eca\u3059\u3050\u8a66\u3059\uff09<\/h3>\n\n\n\n<p>\u30d6\u30e9\u30a6\u30b6\u3067\u3059\u3050\u306b\u8a66\u3059\u306a\u3089Google AI Studio\u304c\u304a\u3059\u3059\u3081\u3067\u3059\u3002\u30ed\u30b0\u30a4\u30f3\u304b\u3089\u5b9f\u884c\u306e\u624b\u9806\u3092\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"swell-block-step\" data-num-style=\"circle\">\n<div class=\"swell-block-step__item\"><div class=\"swell-block-step__number u-bg-main\"><span class=\"__label\">STEP<\/span><\/div><div class=\"swell-block-step__title u-fz-l\">\u30ed\u30b0\u30a4\u30f3<\/div><div class=\"swell-block-step__body\">\n<p><a href=\"https:\/\/aistudio.google.com\" target=\"_blank\" rel=\"noreferrer noopener\">Google AI Studio<\/a> \u306b\u30a2\u30af\u30bb\u30b9\u3057\u3001\u300cGet started\u300d\u3092\u30af\u30ea\u30c3\u30af\u3057\u3001Google\u30a2\u30ab\u30a6\u30f3\u30c8\u3067\u30ed\u30b0\u30a4\u30f3\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"788\" height=\"381\" src=\"https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/03\/image-144.png\" alt=\"\" class=\"wp-image-89586\" srcset=\"https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/03\/image-144.png 788w, https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/03\/image-144-300x145.png 300w, https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/03\/image-144-768x371.png 768w\" sizes=\"(max-width: 788px) 100vw, 788px\" \/><\/figure>\n<\/div><\/div>\n\n\n\n<div class=\"swell-block-step__item\"><div class=\"swell-block-step__number u-bg-main\"><span class=\"__label\">STEP<\/span><\/div><div class=\"swell-block-step__title u-fz-l\">\u30e2\u30c7\u30eb\u306e\u9078\u629e<\/div><div class=\"swell-block-step__body\">\n<p>\u53f3\u5074\u306e\u30e2\u30c7\u30eb\u9078\u629e\u30e1\u30cb\u30e5\u30fc\uff08Run settings\uff09\u304b\u3089\u300cGemini 3.1 Flash-Lite\u300d\u3092\u9078\u629e\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"777\" height=\"456\" src=\"https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/03\/image-142.png\" alt=\"\" class=\"wp-image-89584\" srcset=\"https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/03\/image-142.png 777w, https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/03\/image-142-300x176.png 300w, https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/03\/image-142-768x451.png 768w\" sizes=\"(max-width: 777px) 100vw, 777px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"927\" height=\"458\" src=\"https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/03\/image-143.png\" alt=\"\" class=\"wp-image-89585\" srcset=\"https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/03\/image-143.png 927w, https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/03\/image-143-300x148.png 300w, https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/03\/image-143-768x379.png 768w\" sizes=\"(max-width: 927px) 100vw, 927px\" \/><\/figure>\n<\/div><\/div>\n\n\n\n<div class=\"swell-block-step__item\"><div class=\"swell-block-step__number u-bg-main\"><span class=\"__label\">STEP<\/span><\/div><div class=\"swell-block-step__title u-fz-l\">\u5b9f\u884c<\/div><div class=\"swell-block-step__body\">\n<p>\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u5165\u529b\u3057\u3066\u300cRun\u300d\u3092\u62bc\u3059\u3060\u3051\u3067\u3001\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u4e0d\u8981\u3067\u30e2\u30c7\u30eb\u3092\u8a66\u305b\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"848\" height=\"396\" src=\"https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/03\/image-141.png\" alt=\"\" class=\"wp-image-89583\" srcset=\"https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/03\/image-141.png 848w, https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/03\/image-141-300x140.png 300w, https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/03\/image-141-768x359.png 768w\" sizes=\"(max-width: 848px) 100vw, 848px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"1919\" height=\"731\" src=\"https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/03\/image-103.png\" alt=\"\" class=\"wp-image-89025\" srcset=\"https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/03\/image-103.png 1919w, https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/03\/image-103-300x114.png 300w, https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/03\/image-103-1024x390.png 1024w, https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/03\/image-103-768x293.png 768w, https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/03\/image-103-1536x585.png 1536w\" sizes=\"(max-width: 1919px) 100vw, 1919px\" \/><\/figure>\n<\/div><\/div>\n<\/div>\n\n\n\n<p>\u30b3\u30fc\u30c9\u3092\u66f8\u304b\u305a\u306b\u52d5\u4f5c\u78ba\u8a8d\u3057\u305f\u3044\u5834\u5408\u3084\u3001\u5f8c\u8ff0\u306eAPI\u30ad\u30fc\u3092\u53d6\u5f97\u3059\u308b\u969b\u306e\u8d77\u70b9\u3068\u3057\u3066\u4f7f\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-embed is-type-wp-embed is-provider-miralabai wp-block-embed-miralabai\"><div class=\"wp-block-embed__wrapper\">\nhttps:\/\/miralab.co.jp\/media\/google_ai_studio_free_gemini\/\n<\/div><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">Gemini API\u3067\u306e\u624b\u9806\uff08\u500b\u4eba\u958b\u767a\u30fb\u30a2\u30d7\u30ea\u5b9f\u88c5\u5411\u3051\uff09<\/h3>\n\n\n\n<p>\u30ed\u30fc\u30ab\u30eb\u74b0\u5883\u3084\u30af\u30e9\u30a6\u30c9\u30b5\u30fc\u30d3\u30b9\u4e0a\u306b\u81ea\u524d\u306e\u30a2\u30d7\u30ea\u3092\u69cb\u7bc9\u3059\u308b\u5834\u5408\u306e\u6a19\u6e96\u7684\u306a\u7d4c\u8def\u3067\u3059\u3002<\/p>\n\n\n\n<p>Gemini API \u3092\u4f7f\u3046\u306b\u306f\u3001\u307e\u305aAPI\u30ad\u30fc\u3092\u53d6\u5f97\u3057\u307e\u3059\u3002Google AI Studio \u304b\u3089\u6570\u5206\u3067\u767a\u884c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"swell-block-step\" data-num-style=\"circle\">\n<div class=\"swell-block-step__item\"><div class=\"swell-block-step__number u-bg-main\"><span class=\"__label\">STEP<\/span><\/div><div class=\"swell-block-step__title u-fz-l\">API\u30ad\u30fc\u306e\u53d6\u5f97<\/div><div class=\"swell-block-step__body\">\n<p><a href=\"https:\/\/aistudio.google.com\/\" data-type=\"link\" data-id=\"https:\/\/aistudio.google.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">Google AI Studio<\/a>\u306e\u5de6\u30e1\u30cb\u30e5\u30fc\u304b\u3089\u300cAPI\u30ad\u30fc\u300d\u3092\u9078\u629e\u3057\u3001\u300cAPI\u30ad\u30fc\u3092\u4f5c\u6210\u300d\u3092\u30af\u30ea\u30c3\u30af\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"878\" height=\"181\" src=\"https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/03\/image-137.png\" alt=\"\" class=\"wp-image-89579\" srcset=\"https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/03\/image-137.png 878w, https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/03\/image-137-300x62.png 300w, https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/03\/image-137-768x158.png 768w\" sizes=\"(max-width: 878px) 100vw, 878px\" \/><\/figure>\n\n\n\n<p>\u30dd\u30c3\u30d7\u30a2\u30c3\u30d7\u753b\u9762\u306e\u300c\u30ad\u30fc\u3092\u4f5c\u6210\u300d\u3092\u62bc\u3059\u3068\u3001API\u30ad\u30fc\u304c\u4f5c\u6210\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"736\" height=\"259\" src=\"https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/03\/image-138.png\" alt=\"\" class=\"wp-image-89580\" srcset=\"https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/03\/image-138.png 736w, https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/03\/image-138-300x106.png 300w\" sizes=\"(max-width: 736px) 100vw, 736px\" \/><\/figure>\n\n\n\n<p>\u751f\u6210\u3055\u308c\u305f\u30ad\u30fc\u3092\u30b3\u30d4\u30fc\u3057\u307e\u3059\u3002\u5272\u308a\u5f53\u3066\u7d50\u679c\u306e\u4e0b\u90e8\u306b\u3042\u308b\u8d64\u3044\u5186\u3067\u56f2\u307e\u308c\u305f\u30b3\u30d4\u30fc\u306e\u30de\u30fc\u30af\u3092\u30af\u30ea\u30c3\u30af\u3059\u308b\u3068\u30b3\u30d4\u30fc\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"1301\" height=\"241\" src=\"https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/03\/image-113.png\" alt=\"\" class=\"wp-image-89046\" srcset=\"https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/03\/image-113.png 1301w, https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/03\/image-113-300x56.png 300w, https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/03\/image-113-1024x190.png 1024w, https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/03\/image-113-768x142.png 768w\" sizes=\"(max-width: 1301px) 100vw, 1301px\" \/><\/figure>\n\n\n\n<p>Google\u30a2\u30ab\u30a6\u30f3\u30c8\u304c\u3042\u308c\u3070\u7121\u6599\u3067\u767a\u884c\u3067\u304d\u3001\u30af\u30ec\u30b8\u30c3\u30c8\u30ab\u30fc\u30c9\u767b\u9332\u306f\u4e0d\u8981\u3067\u3059\u3002<\/p>\n<\/div><\/div>\n\n\n\n<div class=\"swell-block-step__item\"><div class=\"swell-block-step__number u-bg-main\"><span class=\"__label\">STEP<\/span><\/div><div class=\"swell-block-step__title u-fz-l\">env\u30d5\u30a1\u30a4\u30eb\u306e\u4f5c\u6210<\/div><div class=\"swell-block-step__body\">\n<p>\u53d6\u5f97\u3057\u305fAPI\u30ad\u30fc\u306f\u3001test.py \u306a\u3069\u306e\u30b3\u30fc\u30c9\u30d5\u30a1\u30a4\u30eb\u306b\u76f4\u63a5\u66f8\u304d\u8fbc\u307e\u306a\u3044\u3088\u3046\u306b\u3057\u307e\u3057\u3087\u3046\u3002\u30b3\u30fc\u30c9\u30d5\u30a1\u30a4\u30eb\u3092\u305d\u306e\u307e\u307eGitHub\u306b\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3059\u308b\u3068\u3001API\u30ad\u30fc\u304c\u5916\u90e8\u306b\u6f0f\u308c\u3066\u60aa\u7528\u3055\u308c\u308b\u30ea\u30b9\u30af\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u4ee3\u308f\u308a\u306b env\u30d5\u30a1\u30a4\u30eb\u306bAPI\u30ad\u30fc\u3092\u4fdd\u5b58\u3057\u3001\u30b3\u30fc\u30c9\u304b\u3089\u306f env \u3092\u8aad\u307f\u8fbc\u3080\u5f62\u3067\u7ba1\u7406\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u30eb\u30fc\u30c8\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u306b env \u30d5\u30a1\u30a4\u30eb\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"796\" height=\"186\" src=\"https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/03\/image-136.png\" alt=\"\" class=\"wp-image-89578\" srcset=\"https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/03\/image-136.png 796w, https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/03\/image-136-300x70.png 300w, https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/03\/image-136-768x179.png 768w\" sizes=\"(max-width: 796px) 100vw, 796px\" \/><\/figure>\n<\/div><\/div>\n\n\n\n<div class=\"swell-block-step__item\"><div class=\"swell-block-step__number u-bg-main\"><span class=\"__label\">STEP<\/span><\/div><div class=\"swell-block-step__title u-fz-l\">API\u30ad\u30fc\u3092\u8a18\u8ff0<\/div><div class=\"swell-block-step__body\">\n<p>\u4ee5\u4e0b\u306e\u5f62\u5f0f\u3067API\u30ad\u30fc\u3092\u8a18\u8ff0\u3057\u3066\u4fdd\u5b58\u3057\u307e\u3059<\/p>\n\n\n\n<p><code>GEMINI_API_KEY=API\u30ad\u30fc<\/code>\u3092\u5165\u529b<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"795\" height=\"252\" src=\"https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/03\/image-135.png\" alt=\"\" class=\"wp-image-89577\" srcset=\"https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/03\/image-135.png 795w, https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/03\/image-135-300x95.png 300w, https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/03\/image-135-768x243.png 768w\" sizes=\"(max-width: 795px) 100vw, 795px\" \/><\/figure>\n<\/div><\/div>\n\n\n\n<div class=\"swell-block-step__item\"><div class=\"swell-block-step__number u-bg-main\"><span class=\"__label\">STEP<\/span><\/div><div class=\"swell-block-step__title u-fz-l\">python-dotenv\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b<\/div><div class=\"swell-block-step__body\">\n<p>VCode\u3067<code>pip install python-dotenv<\/code>\u3068\u5165\u529b\u3057\u3001\u5b9f\u884c\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"791\" height=\"180\" src=\"https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/03\/image-134.png\" alt=\"\" class=\"wp-image-89576\" srcset=\"https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/03\/image-134.png 791w, https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/03\/image-134-300x68.png 300w, https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/03\/image-134-768x175.png 768w\" sizes=\"(max-width: 791px) 100vw, 791px\" \/><\/figure>\n<\/div><\/div>\n\n\n\n<div class=\"swell-block-step__item\"><div class=\"swell-block-step__number u-bg-main\"><span class=\"__label\">STEP<\/span><\/div><div class=\"swell-block-step__title u-fz-l\">test.py\u3092\u66f8\u304d\u63db\u3048<\/div><div class=\"swell-block-step__body\">\n<p>test.py \u3092\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u66f8\u304d\u63db\u3048\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u308c\u3067 env \u30d5\u30a1\u30a4\u30eb\u304b\u3089API\u30ad\u30fc\u3092\u5b89\u5168\u306b\u8aad\u307f\u8fbc\u3081\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>from google import genai\nfrom dotenv import load_dotenv\nimport os\n\nload_dotenv()\n\nclient = genai.Client(api_key=os.environ.get(\"GEMINI_API_KEY\"))\n\nresponse = client.models.generate_content(\n    model=\"gemini-3.1-flash-lite-preview\",\n    contents=\"\u65e5\u672c\u306e\u9996\u90fd\u306f\u3069\u3053\u3067\u3059\u304b\uff1f\"\n)\n\nprint(response.text)<\/code><\/pre>\n<\/div><\/div>\n\n\n\n<div class=\"swell-block-step__item\"><div class=\"swell-block-step__number u-bg-main\"><span class=\"__label\">STEP<\/span><\/div><div class=\"swell-block-step__title u-fz-l\">\u5b9f\u884c\u3057\u3066\u52d5\u4f5c\u78ba\u8a8d\u3059\u308b<\/div><div class=\"swell-block-step__body\">\n<p>VS Code\u306e\u30bf\u30fc\u30df\u30ca\u30eb\u3067\u4ee5\u4e0b\u3092\u5b9f\u884c\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p><code>python test.py<\/code><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"794\" height=\"359\" src=\"https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/03\/image-133.png\" alt=\"\" class=\"wp-image-89575\" srcset=\"https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/03\/image-133.png 794w, https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/03\/image-133-300x136.png 300w, https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/03\/image-133-768x347.png 768w\" sizes=\"(max-width: 794px) 100vw, 794px\" \/><\/figure>\n<\/div><\/div>\n<\/div>\n\n\n\n<p>Google AI Studio \u3067\u306f\u3001API\u30ad\u30fc\u3092\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3054\u3068\u306b\u767a\u884c\u30fb\u7ba1\u7406\u3067\u304d\u307e\u3059\u3002\u7528\u9014\u5225\u306b\u30ad\u30fc\u3092\u5206\u3051\u3066\u304a\u304f\u3068\u3001\u4e0d\u8981\u306b\u306a\u3063\u305f\u30ad\u30fc\u3060\u3051\u3092\u7121\u52b9\u5316\u3067\u304d\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30ea\u30b9\u30af\u3092\u6700\u5c0f\u9650\u306b\u6291\u3048\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Vertex AI\u3067\u306e\u624b\u9806\uff08Google Cloud\u30fb\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u5411\u3051\uff09<\/h3>\n\n\n\n<p>\u793e\u5185\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u8981\u4ef6\u304c\u53b3\u3057\u3044\u672c\u756a\u904b\u7528\u3084\u3001BigQuery\u30fbCloud Storage\u306a\u3069\u4ed6\u306eGoogle Cloud\u30b5\u30fc\u30d3\u30b9\u3068\u9023\u643a\u3059\u308b\u5834\u5408\u306b\u9069\u3057\u305f\u7d4c\u8def\u3067\u3059\u3002<\/p>\n\n\n\n<div class=\"swell-block-step\" data-num-style=\"circle\">\n<div class=\"swell-block-step__item\"><div class=\"swell-block-step__number u-bg-main\"><span class=\"__label\">STEP<\/span><\/div><div class=\"swell-block-step__title u-fz-l\">GoogleCloudConsole\u306b\u30a2\u30af\u30bb\u30b9<\/div><div class=\"swell-block-step__body\">\n<p><a href=\"https:\/\/console.cloud.google.com\" target=\"_blank\" rel=\"noreferrer noopener\">Google Cloud Console<\/a> \u306b\u30a2\u30af\u30bb\u30b9\u3057\u3001\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u4f5c\u6210\u307e\u305f\u306f\u9078\u629e\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"1024\" height=\"443\" src=\"https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/03\/image-131.png\" alt=\"\" class=\"wp-image-89322\" srcset=\"https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/03\/image-131.png 1024w, https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/03\/image-131-300x130.png 300w, https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/03\/image-131-768x332.png 768w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u305d\u306e\u5f8c\u3001\u300cDefault Gemini Project\u300d\u3092\u30af\u30ea\u30c3\u30af\u3057\u3066\u9078\u629e\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"986\" height=\"582\" src=\"https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/03\/image-117.png\" alt=\"\" class=\"wp-image-89295\" srcset=\"https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/03\/image-117.png 986w, https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/03\/image-117-300x177.png 300w, https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/03\/image-117-768x453.png 768w\" sizes=\"(max-width: 986px) 100vw, 986px\" \/><\/figure>\n<\/div><\/div>\n\n\n\n<div class=\"swell-block-step__item\"><div class=\"swell-block-step__number u-bg-main\"><span class=\"__label\">STEP<\/span><\/div><div class=\"swell-block-step__title u-fz-l\">\u30e2\u30c7\u30eb\u9078\u629e<\/div><div class=\"swell-block-step__body\">\n<p>\u691c\u7d22\u7a93\u3067\u300cVertex AI\u300d\u3068\u5165\u529b\u3057\u3001\u4e00\u756a\u4e0a\u306b\u51fa\u3066\u304f\u308b\u300cVertex AI\u300d\u3092\u30af\u30ea\u30c3\u30af\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"748\" height=\"339\" src=\"https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/03\/image-119.png\" alt=\"\" class=\"wp-image-89297\" srcset=\"https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/03\/image-119.png 748w, https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/03\/image-119-300x136.png 300w\" sizes=\"(max-width: 748px) 100vw, 748px\" \/><\/figure>\n<\/div><\/div>\n\n\n\n<div class=\"swell-block-step__item\"><div class=\"swell-block-step__number u-bg-main\"><span class=\"__label\">STEP<\/span><\/div><div class=\"swell-block-step__title u-fz-l\">Gemini 3.1 Flash Lite\u3092\u30af\u30ea\u30c3\u30af<\/div><div class=\"swell-block-step__body\">\n<p>Vertex AI Studio\u306e\u753b\u9762\u304c\u958b\u3044\u305f\u3089\u3001\u300cGemini 3.1 Flash Lite\u300d\u3092\u30af\u30ea\u30c3\u30af\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"939\" height=\"449\" src=\"https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/03\/image-139.png\" alt=\"\" class=\"wp-image-89581\" srcset=\"https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/03\/image-139.png 939w, https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/03\/image-139-300x143.png 300w, https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/03\/image-139-768x367.png 768w\" sizes=\"(max-width: 939px) 100vw, 939px\" \/><\/figure>\n<\/div><\/div>\n<\/div>\n\n\n\n<h2 class=\"wp-block-heading\">Gemini 3.1 Flash-Lite\u306e\u5b9f\u88c5\u30fb\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u30ac\u30a4\u30c9<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"973\" height=\"485\" src=\"https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/03\/image-241.png\" alt=\"\" class=\"wp-image-90284\" srcset=\"https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/03\/image-241.png 973w, https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/03\/image-241-300x150.png 300w, https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/03\/image-241-768x383.png 768w\" sizes=\"(max-width: 973px) 100vw, 973px\" \/><\/figure>\n\n\n\n<p>\u6700\u5c0f\u69cb\u6210\u306e\u30b5\u30f3\u30d7\u30eb\u30b3\u30fc\u30c9\u3092\u30d9\u30fc\u30b9\u306b\u3001\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u5165\u529b\u3084\u69cb\u9020\u5316\u51fa\u529b\u306a\u3069\u3001\u5b9f\u8df5\u7684\u306a\u5b9f\u88c5\u30d1\u30bf\u30fc\u30f3\u3092\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u601d\u8003\u30ec\u30d9\u30eb\uff08Thinking levels\uff09\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u8a2d\u5b9a\u306a\u3069\u3001Flash-Lite\u7279\u6709\u306e\u6319\u52d5\u3082\u62bc\u3055\u3048\u3066\u304a\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u6700\u5c0f\u69cb\u6210\u3067\u306e\u5b9f\u88c5\u624b\u9806<\/h3>\n\n\n\n<p>\u3053\u3053\u3067\u306f\u3001Gemini 3.1 Flash-Lite \u3092\u6700\u77ed\u3067\u52d5\u304b\u3059\u307e\u3067\u306e\u624b\u9806\u3092\u8aac\u660e\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"swell-block-step\" data-num-style=\"circle\">\n<div class=\"swell-block-step__item\"><div class=\"swell-block-step__number u-bg-main\"><span class=\"__label\">STEP<\/span><\/div><div class=\"swell-block-step__title u-fz-l\">SDK\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b<\/div><div class=\"swell-block-step__body\">\n<p>\u30bf\u30fc\u30df\u30ca\u30eb\uff08\u307e\u305f\u306f\u30b3\u30de\u30f3\u30c9\u30d7\u30ed\u30f3\u30d7\u30c8\uff09\u3067\u4ee5\u4e0b\u3092\u5b9f\u884c\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p><code>pip install google-genai<\/code><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"851\" height=\"261\" src=\"https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/03\/image-128.png\" alt=\"\" class=\"wp-image-89319\" srcset=\"https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/03\/image-128.png 851w, https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/03\/image-128-300x92.png 300w, https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/03\/image-128-768x236.png 768w\" sizes=\"(max-width: 851px) 100vw, 851px\" \/><\/figure>\n\n\n\n<p>\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u304c\u5b8c\u4e86\u3057\u305f\u3089\u3001\u4ee5\u4e0b\u306e\u30b3\u30de\u30f3\u30c9\u304c\u6b63\u3057\u304f\u5165\u3063\u3066\u3044\u308b\u304b\u78ba\u8a8d\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p><code>pip show google-genai<\/code><\/p>\n\n\n\n<p><code>Version: <\/code>\u306e\u884c\u304c\u8868\u793a\u3055\u308c\u308c\u3070\u6210\u529f\u3067\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"1177\" height=\"225\" src=\"https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/03\/image-127.png\" alt=\"\" class=\"wp-image-89318\" srcset=\"https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/03\/image-127.png 1177w, https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/03\/image-127-300x57.png 300w, https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/03\/image-127-1024x196.png 1024w, https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/03\/image-127-768x147.png 768w\" sizes=\"(max-width: 1177px) 100vw, 1177px\" \/><\/figure>\n<\/div><\/div>\n\n\n\n<div class=\"swell-block-step__item\"><div class=\"swell-block-step__number u-bg-main\"><span class=\"__label\">STEP<\/span><\/div><div class=\"swell-block-step__title u-fz-l\">Python\u3067\u30b3\u30fc\u30c9\u3092\u4f5c\u6210\u3057\u3066\u3001\u5b9f\u884c\u3059\u308b<\/div><div class=\"swell-block-step__body\">\n<p>\u4ee5\u4e0b\u306e\u30b3\u30fc\u30c9\u3092 test.py \u3068\u3044\u3046\u540d\u524d\u3067\u4fdd\u5b58\u3057\u307e\u3059\u3002<code>api_key=<\/code> \u306e &#8220;&#8221; \u306e\u4e2d\u306b\u3001STEP2\u3067\u30b3\u30d4\u30fc\u3057\u305fAPI\u30ad\u30fc\u3092\u76f4\u63a5\u8cbc\u308a\u4ed8\u3051\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>from google import genai\n\nclient = genai.Client(api_key=\"\u3053\u3053\u306b\u5b9f\u969b\u306eAPI\u30ad\u30fc\u3092\u8cbc\u308a\u4ed8\u3051\u308b\")\n\nresponse = client.models.generate_content(\nmodel=\"gemini-3.1-flash-lite-preview\",\ncontents=\"\u65e5\u672c\u306e\u9996\u90fd\u306f\u3069\u3053\u3067\u3059\u304b\uff1f\"\n)\n\nprint(response.text)<\/code><\/pre>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"803\" height=\"219\" src=\"https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/03\/image-111.png\" alt=\"\" class=\"wp-image-89040\" srcset=\"https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/03\/image-111.png 803w, https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/03\/image-111-300x82.png 300w, https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/03\/image-111-768x209.png 768w\" sizes=\"(max-width: 803px) 100vw, 803px\" \/><\/figure>\n<\/div><\/div>\n\n\n\n<div class=\"swell-block-step__item\"><div class=\"swell-block-step__number u-bg-main\"><span class=\"__label\">STEP<\/span><\/div><div class=\"swell-block-step__title u-fz-l\">\u52d5\u4f5c\u3092\u78ba\u8a8d<\/div><div class=\"swell-block-step__body\">\n<p>\u300c\u65e5\u672c\u306e\u9996\u90fd\u306f\u6771\u4eac\u3067\u3059\u3002\u300d\u3068\u51fa\u529b\u304c\u8868\u793a\u3055\u308c\u308c\u3070\u3001Gemini 3.1 Flash-Lite\u306e\u52d5\u4f5c\u78ba\u8a8d\u306f\u5b8c\u4e86\u3067\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"1383\" height=\"510\" src=\"https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/03\/image-110.png\" alt=\"\" class=\"wp-image-89039\" srcset=\"https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/03\/image-110.png 1383w, https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/03\/image-110-300x111.png 300w, https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/03\/image-110-1024x378.png 1024w, https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/03\/image-110-768x283.png 768w\" sizes=\"(max-width: 1383px) 100vw, 1383px\" \/><\/figure>\n<\/div><\/div>\n<\/div>\n\n\n\n<p>\u3053\u306e\u6700\u5c0f\u69cb\u6210\u3067\u52d5\u4f5c\u304c\u78ba\u8a8d\u3067\u304d\u305f\u3089\u3001\u6b21\u306e\u30bb\u30af\u30b7\u30e7\u30f3\u3067\u7d39\u4ecb\u3059\u308b\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u5165\u529b\u3084\u69cb\u9020\u5316\u51fa\u529b\u306a\u3069\u306e\u6a5f\u80fd\u3092\u9806\u306b\u8a66\u3057\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u5165\u529b\u306e\u5b9f\u88c5\u65b9\u6cd5<\/h3>\n\n\n\n<p>Gemini 3.1 Flash-Lite\u306f\u3001<span class=\"swl-marker mark_yellow\"><strong>\u30c6\u30ad\u30b9\u30c8\u4ee5\u5916\u306b\u753b\u50cf\u30fb\u97f3\u58f0\u30fb\u52d5\u753b\u30fbPDF\u3092\u5165\u529b\u3068\u3057\u3066\u6271\u3048\u307e\u3059\u3002<\/strong><\/span><\/p>\n\n\n\n<p>\u305d\u308c\u305e\u308c\u306e\u5165\u529b\u5f62\u5f0f\u306e\u6ce8\u610f\u70b9\u306f\u4ee5\u4e0b\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table><thead><tr><th>\u5165\u529b\u5f62\u5f0f<\/th><th>\u6ce8\u610f\u70b9<\/th><\/tr><\/thead><tbody><tr><th>PDF<\/th><td>\u30da\u30fc\u30b8\u3054\u3068\u306b\u30c6\u30ad\u30b9\u30c8\u3001\u753b\u50cf\u306a\u3069\u30b3\u30f3\u30c6\u30f3\u30c4\u3092\u5206\u6790\u3002\u9577\u3044PDF\u306f\u5fc5\u8981\u30da\u30fc\u30b8\u306b\u7d5e\u308b\u3068\u30b3\u30b9\u30c8\u524a\u6e1b\u306b\u6709\u52b9<\/td><\/tr><tr><th>\u97f3\u58f0<\/th><td>\u8907\u6570\u30c1\u30e3\u30f3\u30cd\u30eb\u306f\u81ea\u52d5\u30671\u30c1\u30e3\u30f3\u30cd\u30eb\u306b\u5909\u63db\u3002MP3\u30fbWAV\u30fbAAC\u30fbFLAC\u306a\u3069\u4e3b\u8981\u5f62\u5f0f\u306b\u5bfe\u5fdc<\/td><\/tr><tr><th>\u52d5\u753b<\/th><td>Files API \u7d4c\u7531\u304c\u57fa\u672c\u3002\u9577\u6642\u9593\u52d5\u753b\u306f\u30c8\u30fc\u30af\u30f3\u6d88\u8cbb\u306b\u6ce8\u610f<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\u753b\u50cf\u306f20MB\u3001\u52d5\u753b\u306f100MB\u672a\u6e80\u306e\u5165\u529b\u304c\u76ee\u5b89\u306b\u306a\u308a\u307e\u3059\u3002\u30b5\u30a4\u30ba\u306b\u5fdc\u3058\u3066\u3001\u30d5\u30a1\u30a4\u30eb\u306e\u6e21\u3057\u65b9\u306f2\u901a\u308a\u304b\u3089\u9078\u3073\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"wp-block-group has-border -border04\"><div class=\"wp-block-group__inner-container is-layout-constrained wp-block-group-is-layout-constrained\">\n<ul class=\"wp-block-list\">\n<li>\u5c0f\u3055\u306a\u30d5\u30a1\u30a4\u30eb\uff1aBase64\u30a8\u30f3\u30b3\u30fc\u30c9\u3067\u76f4\u63a5\u6e21\u3059\uff08\u301c20MB\u76ee\u5b89\uff09<\/li>\n\n\n\n<li>\u5927\u304d\u306a\u30d5\u30a1\u30a4\u30eb\uff1aFiles API \u3067\u4e8b\u524d\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3059\u308b\uff0820MB\u8d85\u30fb\u52d5\u753b\u306a\u3069\uff09<\/li>\n<\/ul>\n<\/div><\/div>\n\n\n\n<p>\u753b\u50cf\u306a\u3069\u306e\u5c0f\u3055\u306a\u30d5\u30a1\u30a4\u30eb\u306f\u3001Base64\u30a8\u30f3\u30b3\u30fc\u30c9\u306b\u5909\u63db\u3057\u3066\u30ea\u30af\u30a8\u30b9\u30c8\u306b\u76f4\u63a5\u542b\u3081\u308b\u65b9\u6cd5\u304c\u4f7f\u3048\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u4ee5\u4e0b\u306f\u753b\u50cf\u30d5\u30a1\u30a4\u30eb\u3092\u8aad\u307f\u8fbc\u3093\u3067\u5185\u5bb9\u3092\u8aac\u660e\u3055\u305b\u308b\u4f8b\u3067\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>client = genai.Client()\nimport base64\nfrom google import genai\n\nwith open(\"image.jpg\", \"rb\") as f:\n    image_data = base64.b64encode(f.read()).decode(\"utf-8\")\n\nresponse = client.models.generate_content(\n    model=\"gemini-3.1-flash-lite-preview\",\n    contents=&#91;\n        {\"inline_data\": {\"mime_type\": \"image\/jpeg\", \"data\": image_data}},\n        {\"text\": \"\u3053\u306e\u753b\u50cf\u3092\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044\"}\n    ]\n)\nprint(response.text)<\/code><\/pre>\n\n\n\n<p>\u52d5\u753b\u306a\u3069\u5bb9\u91cf\u306e\u5927\u304d\u306a\u30d5\u30a1\u30a4\u30eb\u306f\u3001Files API\u3092\u4f7f\u3063\u3066\u4e8b\u524d\u306b\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3057\u3001\u305d\u306e\u30d5\u30a1\u30a4\u30eb\u306eURL\u3092\u30e2\u30c7\u30eb\u306b\u6e21\u3059\u65b9\u6cd5\u3092\u4f7f\u3044\u307e\u3059\u3002\u5927\u304d\u306a\u30c7\u30fc\u30bf\u3092\u76f4\u63a5\u30ea\u30af\u30a8\u30b9\u30c8\u306b\u542b\u3081\u308b\u5fc5\u8981\u304c\u306a\u3044\u305f\u3081\u3001\u901a\u4fe1\u306e\u8ca0\u8377\u3092\u6291\u3048\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>from google import genai\n\n# \u30d5\u30a1\u30a4\u30eb\u3092\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3057\u3066URI\u3092\u53d6\u5f97\nfile = client.files.upload(file=\"video.mp4\")\n\nresponse = client.models.generate_content(\n    model=\"gemini-3.1-flash-lite-preview\",\n    contents=&#91;file, \"\u3053\u306e\u52d5\u753b\u306e\u5185\u5bb9\u3092\u8981\u7d04\u3057\u3066\u304f\u3060\u3055\u3044\"]\n)\nprint(response.text)<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">\u69cb\u9020\u5316\u51fa\u529b\u3068\u95a2\u6570\u547c\u3073\u51fa\u3057<\/h3>\n\n\n\n<p>\u69cb\u9020\u5316\u51fa\u529b\u3068\u306f\u3001\u30e2\u30c7\u30eb\u306e\u56de\u7b54\u3092JSON\u5f62\u5f0f\u3067\u53d7\u3051\u53d6\u308b\u6a5f\u80fd\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u5206\u985e\u7d50\u679c\u3084\u62bd\u51fa\u30c7\u30fc\u30bf\u3092\u5f8c\u7d9a\u51e6\u7406\u306b\u305d\u306e\u307e\u307e\u6e21\u3057\u305f\u3044\u5834\u5408\u306b\u6d3b\u7528\u3067\u304d\u307e\u3059\u3002<code>response_mime_type<\/code> \u306b <code>application\/json <\/code>\u3092\u6307\u5b9a\u3059\u308b\u3060\u3051\u3067\u6709\u52b9\u306b\u306a\u308a\u3001\u30b9\u30ad\u30fc\u30de\u3092\u5408\u308f\u305b\u3066\u6e21\u3059\u3053\u3068\u3067\u30d5\u30a3\u30fc\u30eb\u30c9\u540d\u3084\u578b\u3092\u56fa\u5b9a\u3057\u305f\u5b89\u5b9a\u3057\u305f\u51fa\u529b\u3092\u5f97\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>response = client.models.generate_content(\n    model=\"gemini-3.1-flash-lite-preview\",\n    contents=\"\u4ee5\u4e0b\u306e\u30ec\u30d3\u30e5\u30fc\u3092\u30dd\u30b8\u30c6\u30a3\u30d6\u30fb\u30cd\u30ac\u30c6\u30a3\u30d6\u30fb\u4e2d\u7acb\u3067\u5206\u985e\u3057\u3066\u304f\u3060\u3055\u3044\uff1a\u300c\u5546\u54c1\u306e\u54c1\u8cea\u306f\u826f\u3044\u304c\u3001\u914d\u9001\u304c\u9045\u304b\u3063\u305f\u300d\",\n    config={\n        \"response_mime_type\": \"application\/json\",\n        \"response_schema\": {\n            \"type\": \"object\",\n            \"properties\": {\n                \"sentiment\": {\"type\": \"string\"},\n                \"reason\": {\"type\": \"string\"}\n            }\n        }\n    }\n)\nprint(response.text)\n# \u51fa\u529b\u4f8b: {\"sentiment\": \"\u4e2d\u7acb\", \"reason\": \"\u54c1\u8cea\u306f\u9ad8\u8a55\u4fa1\u3060\u304c\u914d\u9001\u306b\u4e0d\u6e80\u3042\u308a\"}<\/code><\/pre>\n\n\n\n<p>\u95a2\u6570\u547c\u3073\u51fa\u3057\uff08Function Calling\uff09\u306f\u3001\u30e2\u30c7\u30eb\u304c\u300c\u5916\u90e8\u51e6\u7406\u304c\u5fc5\u8981\u300d\u3068\u5224\u65ad\u3057\u305f\u3068\u304d\u3001\u5f15\u6570\u3092JSON\u5f62\u5f0f\u3067\u8fd4\u3059\u6a5f\u80fd\u3067\u3059\u3002\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u691c\u7d22\u3084\u5916\u90e8\u30b5\u30fc\u30d3\u30b9\u9023\u643a\u306a\u3069\u3001\u30e2\u30c7\u30eb\u5358\u4f53\u3067\u306f\u5b8c\u7d50\u3057\u306a\u3044\u51e6\u7406\u3092\u7d44\u307f\u8fbc\u3080\u969b\u306b\u4f7f\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>tools = &#91;{\n    \"function_declarations\": &#91;{\n        \"name\": \"get_weather\",\n        \"description\": \"\u6307\u5b9a\u3057\u305f\u90fd\u5e02\u306e\u73fe\u5728\u306e\u5929\u6c17\u3092\u53d6\u5f97\u3059\u308b\",\n        \"parameters\": {\n            \"type\": \"object\",\n            \"properties\": {\n                \"city\": {\"type\": \"string\", \"description\": \"\u90fd\u5e02\u540d\"}\n            },\n            \"required\": &#91;\"city\"]\n        }\n    }]\n}]\n\nresponse = client.models.generate_content(\n    model=\"gemini-3.1-flash-lite-preview\",\n    contents=\"\u6771\u4eac\u306e\u5929\u6c17\u3092\u6559\u3048\u3066\u304f\u3060\u3055\u3044\",\n    config={\"tools\": tools}\n)\n# \u30e2\u30c7\u30eb\u304c{\"city\": \"\u6771\u4eac\"}\u3068\u3044\u3046\u5f15\u6570\u3092\u8fd4\u3059\u306e\u3067\u3001\u81ea\u524d\u306e\u5929\u6c17API\u306b\u6e21\u3057\u3066\u51e6\u7406\u3059\u308b<\/code><\/pre>\n\n\n\n<p>\u3069\u3061\u3089\u3082\u9ad8\u983b\u5ea6\u30bf\u30b9\u30af\u3068\u306e\u76f8\u6027\u304c\u3088\u304f\u3001Flash-Lite\u306e\u51e6\u7406\u901f\u5ea6\u3068\u30b3\u30b9\u30c8\u52b9\u7387\u3092\u6d3b\u304b\u3057\u3084\u3059\u3044\u6a5f\u80fd\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u601d\u8003\u30ec\u30d9\u30eb\u306e\u8a2d\u5b9a\u30d1\u30e9\u30e1\u30fc\u30bf\u4f8b<\/h3>\n\n\n\n<p>Gemini 3.1 Flash-Lite \u3067\u306f\u3001thinking_level \u30d1\u30e9\u30e1\u30fc\u30bf\u3067\u30e2\u30c7\u30eb\u306e\u63a8\u8ad6\u306e\u6df1\u3055\u3092\u5236\u5fa1\u3067\u304d\u307e\u3059\u3002\u8a2d\u5b9a\u3057\u306a\u3044\u5834\u5408\u306f high \u304c\u30c7\u30d5\u30a9\u30eb\u30c8\u306b\u306a\u308b\u305f\u3081\u3001<span class=\"swl-marker mark_yellow\"><strong>\u30b3\u30b9\u30c8\u3092\u6291\u3048\u305f\u3044\u5834\u5408\u306f\u660e\u793a\u7684\u306b\u6307\u5b9a\u3059\u308b\u3053\u3068\u304c\u91cd\u8981<\/strong><\/span>\u3067\u3059\u3002<\/p>\n\n\n\n<p>4\u3064\u306e\u601d\u8003\u30ec\u30d9\u30eb\u306f\u305d\u308c\u305e\u308c\u4ee5\u4e0b\u306e\u7528\u9014\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"wp-block-group has-border -border01\"><div class=\"wp-block-group__inner-container\">\n<ul class=\"wp-block-list\">\n<li>minimal\uff1a\u7ffb\u8a33\u30fb\u5206\u985e\u30fb\u5b9a\u578b\u62bd\u51fa\u306a\u3069\u5358\u7d14\u306a\u51e6\u7406<\/li>\n\n\n\n<li>low\uff1a\u8981\u7d04\u3084\u7c21\u5358\u306aQ&amp;A<\/li>\n\n\n\n<li>medium\uff1aUI\u751f\u6210\u3084\u6307\u793a\u8ffd\u5f93\u306a\u3069\u8ad6\u7406\u7684\u306a\u7d44\u307f\u7acb\u3066\u304c\u5fc5\u8981\u306a\u51e6\u7406<\/li>\n\n\n\n<li>high\uff1a\u8907\u6570\u30b9\u30c6\u30c3\u30d7\u306e\u63a8\u8ad6\u3084\u8907\u96d1\u306a\u554f\u984c\u89e3\u6c7a<\/li>\n<\/ul>\n<\/div><\/div>\n\n\n\n<p>\u601d\u8003\u30ec\u30d9\u30eb\u3092\u8a2d\u5b9a\u3059\u308b\u306b\u306f\u3001\u4ee5\u4e0b\u3092\u53c2\u8003\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>response = client.models.generate_content(\n    model=\"gemini-3.1-flash-lite-preview\",\n    contents=\"\u4ee5\u4e0b\u306e\u30c6\u30ad\u30b9\u30c8\u3092\u65e5\u672c\u8a9e\u306b\u7ffb\u8a33\u3057\u3066\u304f\u3060\u3055\u3044\uff1aHello, world.\",\n    config={\"thinking_level\": \"minimal\"}\n)\nprint(response.text)<\/code><\/pre>\n\n\n\n<p><span class=\"swl-marker mark_yellow\"><strong>\u9ad8\u983b\u5ea6\u30bf\u30b9\u30af\u3067\u306fminimal\u307e\u305f\u306flow\u304b\u3089\u8a66\u3057\u59cb\u3081\u3001\u51fa\u529b\u54c1\u8cea\u304c\u4e0d\u5341\u5206\u306a\u5834\u5408\u306b\u30ec\u30d9\u30eb\u3092\u4e0a\u3052\u3066\u8abf\u6574<\/strong><\/span>\u3059\u308b\u306e\u304c\u304a\u3059\u3059\u3081\u3067\u3059\u3002thinking_level\u30921\u6bb5\u968e\u4e0b\u3052\u308b\u3060\u3051\u3067\u3001\u30b3\u30b9\u30c8\u3092\u5927\u5e45\u306b\u524a\u6e1b\u3067\u304d\u308b\u30b1\u30fc\u30b9\u3082\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u30a8\u30e9\u30fc\u56de\u907f\u3068\u30ec\u30fc\u30c8\u5236\u9650\u306e\u5bfe\u7b56<\/h3>\n\n\n\n<p>\u5b9f\u88c5\u5f8c\u306b\u76f4\u9762\u3057\u3084\u3059\u3044\u30a8\u30e9\u30fc\u3084\u30ec\u30fc\u30c8\u5236\u9650\u306e\u4ed5\u69d8\u3092\u6574\u7406\u3057\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<p>\u307e\u305a\u62bc\u3055\u3048\u3066\u304a\u304d\u305f\u3044\u306e\u304c\u3001<span class=\"swl-inline-color has-swl-deep-01-color\"><strong>\u73fe\u5728\u30d7\u30ec\u30d3\u30e5\u30fc\u6bb5\u968e\u3067\u3042\u308b<\/strong><\/span>\u3068\u3044\u3046\u70b9\u3067\u3059\u3002\u30e2\u30c7\u30ebID\u3084\u4ed5\u69d8\u304c\u4e88\u544a\u306a\u304f\u5909\u66f4\u3055\u308c\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u305f\u3081\u3001\u672c\u756a\u904b\u7528\u3078\u306e\u7d44\u307f\u8fbc\u307f\u306f\u6b63\u5f0f\u30ea\u30ea\u30fc\u30b9\u5f8c\u3092\u63a8\u5968\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u30ec\u30fc\u30c8\u5236\u9650\u306f\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u5358\u4f4d\u3067\u9069\u7528\u3055\u308c\u307e\u3059\u3002 \u7121\u6599\u7248\u306f\u30ec\u30fc\u30c8\u5236\u9650\u304c\u53b3\u3057\u304f\u3001\u9ad8\u983b\u5ea6\u3067\u547c\u3073\u51fa\u3059\u3068\u3059\u3050\u306b\u4e0a\u9650\u306b\u9054\u3057\u3066\u3057\u307e\u3044\u307e\u3059\u3002<span class=\"swl-marker mark_yellow\"><strong>\u3042\u308b\u7a0b\u5ea6\u306e\u91cf\u3092\u8a66\u3057\u305f\u3044\u5834\u5408\u306f\u65e9\u3081\u306b\u6709\u6599\u7248\u3078\u79fb\u884c\u3057\u3066\u304a\u304f<\/strong><\/span>\u3068\u30b9\u30e0\u30fc\u30ba\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u8ab2\u91d1\u307e\u308f\u308a\u3067\u6df7\u4e71\u3057\u3084\u3059\u3044\u306e\u304c\u3001<span class=\"swl-marker mark_yellow\"><strong>Google AI Studio\u3068Google Cloud\uff08Vertex AI\uff09\u3067\u64cd\u4f5c\u753b\u9762\u3084\u8ab2\u91d1\u5c0e\u7dda\u304c\u7570\u306a\u3063\u3066\u3044\u308b<\/strong><\/span>\u70b9\u3067\u3059\u3002\u3069\u3061\u3089\u306e\u74b0\u5883\u3067\u4f7f\u3063\u3066\u3044\u308b\u304b\u3092\u610f\u8b58\u305b\u305a\u306b\u9032\u3081\u308b\u3068\u3001\u60f3\u5b9a\u5916\u306e\u8acb\u6c42\u5148\u306b\u8ab2\u91d1\u3055\u308c\u308b\u30b1\u30fc\u30b9\u304c\u3042\u308a\u307e\u3059\u3002 \u5229\u7528\u74b0\u5883\u3068\u7d10\u3065\u3044\u3066\u3044\u308b\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u30fb\u8acb\u6c42\u5148\u30a2\u30ab\u30a6\u30f3\u30c8\u3092\u4e8b\u524d\u306b\u78ba\u8a8d\u3057\u3066\u304a\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u30b3\u30b9\u30c8\u91cd\u8996\u306e\u6700\u901f\u8efd\u91cf\u30e2\u30c7\u30eb\u3068\u3057\u3066\u306e\u6d3b\u7528\u30b7\u30fc\u30f3\uff5c\u5b9f\u52d9\u3067\u306e\u5c0e\u5165\u30d1\u30bf\u30fc\u30f3<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"1336\" height=\"605\" src=\"https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/03\/image-15.png\" alt=\"\" class=\"wp-image-87705\" srcset=\"https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/03\/image-15.png 1336w, https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/03\/image-15-300x136.png 300w, https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/03\/image-15-1024x464.png 1024w, https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/03\/image-15-768x348.png 768w\" sizes=\"(max-width: 1336px) 100vw, 1336px\" \/><\/figure>\n\n\n\n<p>Lite\u30e2\u30c7\u30eb\u304c\u6700\u3082\u8f1d\u304f\u306e\u306f\u3001\u30b9\u30d4\u30fc\u30c9\u3068\u30b3\u30b9\u30c8\u304c\u512a\u5148\u3055\u308c\u308b\u5927\u91cf\u306e\u5b9a\u578b\u51e6\u7406\u3067\u3059\u3002 \u4e0a\u4f4d\u30e2\u30c7\u30eb\uff08Flash\/Pro\uff09\u3078\u30a2\u30c3\u30d7\u30b0\u30ec\u30fc\u30c9\u3059\u3079\u304d\u5883\u754c\u7dda\u306b\u3064\u3044\u3066\u3082\u3001\u5177\u4f53\u7684\u306a\u5224\u65ad\u57fa\u6e96\u3092\u63d0\u793a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u5b9a\u578b\u30bf\u30b9\u30af\uff08\u7ffb\u8a33\u30fb\u5206\u985e\u30fb\u62bd\u51fa\u30fb\u8981\u7d04\uff09<\/h3>\n\n\n\n<p>Gemini 3.1 Flash-Lite\u304c<span class=\"swl-marker mark_yellow\"><strong>\u6700\u3082\u529b\u3092\u767a\u63ee\u3059\u308b\u306e\u304c\u3001\u540c\u3058\u7a2e\u985e\u306e\u51e6\u7406\u3092\u5927\u91cf\u306b\u7e70\u308a\u8fd4\u3059\u5b9a\u578b\u30bf\u30b9\u30af<\/strong><\/span>\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u7ffb\u8a33\u30fb\u30c6\u30ad\u30b9\u30c8\u5206\u985e\u30fb\u60c5\u5831\u62bd\u51fa\u30fb\u8981\u7d04\u3068\u3044\u3063\u305f\u51e6\u7406\u306f\u30011\u30ea\u30af\u30a8\u30b9\u30c8\u3042\u305f\u308a\u306e\u8907\u96d1\u5ea6\u304c\u4f4e\u304f\u3001Flash-Lite\u306e\u901f\u5ea6\u3068\u30b3\u30b9\u30c8\u52b9\u7387\u3092\u6700\u5927\u9650\u306b\u6d3b\u304b\u305b\u307e\u3059\u3002<\/p>\n\n\n\n<p>Google DeepMind\u306e\u516c\u5f0f\u767a\u8868\u306b\u3088\u308b\u3068\u3001\u30d5\u30a1\u30c3\u30b7\u30e7\u30f3\u30a2\u30d7\u30ea\u306eWhering\u304cFlash-Lite\u3092\u5546\u54c1\u5206\u985e\u306e\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306b\u5c0e\u5165\u3057\u305f\u3068\u3053\u308d\u3001\u8907\u96d1\u306a\u30d5\u30a1\u30c3\u30b7\u30e7\u30f3\u30ab\u30c6\u30b4\u30ea\u3092\u542b\u3080\u5546\u54c1\u30bf\u30b0\u4ed8\u3051\u306b\u304a\u3044\u3066100%\u306e\u4e00\u8cab\u6027\u3092\u9054\u6210\u3057\u3001\u30e9\u30d9\u30eb\u5272\u308a\u5f53\u3066\u306e\u4fe1\u983c\u6027\u304c\u5927\u5e45\u306b\u5411\u4e0a\u3057\u305f\u3068\u306e\u3053\u3068\u3067\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-video\"><video height=\"1080\" style=\"aspect-ratio: 1920 \/ 1080;\" width=\"1920\" controls src=\"https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/03\/e612c9dd0f3da7ad69ac7e20e1cd0f69.mp4\"><\/video><figcaption class=\"wp-element-caption\">\u51fa\u5178\uff1a<a href=\"https:\/\/blog.google\/innovation-and-ai\/models-and-research\/gemini-models\/gemini-3-1-flash-lite\/\" target=\"_blank\" rel=\"noreferrer noopener\">Google\u516c\u5f0f<\/a><\/figcaption><\/figure>\n\n\n\n<p>\u9ad8\u983b\u5ea6\u304b\u3064\u4f4e\u8907\u96d1\u5ea6\u306e\u30bf\u30b9\u30af\u3067\u3042\u308c\u3070\u3001\u4e0a\u4f4d\u30e2\u30c7\u30eb\u3068\u905c\u8272\u306a\u3044\u54c1\u8cea\u3092\u3001\u5927\u5e45\u306b\u4f4e\u3044\u30b3\u30b9\u30c8\u3067\u5b9f\u73fe\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u30e2\u30c7\u30eb\u30eb\u30fc\u30c6\u30a3\u30f3\u30b0\u306e\u5206\u985e\u5668\u3068\u3057\u3066\u6d3b\u7528<\/h3>\n\n\n\n<p>Gemini 3.1 Flash-Lite\u306f\u3001\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u30b7\u30b9\u30c6\u30e0\u306e\u300c\u5165\u308a\u53e3\u300d\u3068\u306a\u308b\u5206\u985e\u5668\u3068\u3057\u3066\u3082\u6709\u52b9\u3067\u3059\u3002<\/p>\n\n\n\n<p> \u53d7\u3051\u53d6\u3063\u305f\u30ea\u30af\u30a8\u30b9\u30c8\u306e\u8907\u96d1\u5ea6\u3084\u7a2e\u985e\u3092Flash-Lite\u3067\u7d20\u65e9\u304f\u5224\u5b9a\u3057\u3001\u305d\u306e\u7d50\u679c\u306b\u5fdc\u3058\u3066\u5f8c\u7d9a\u306e\u51e6\u7406\u3092 Flash \u3084 Pro \u306b\u632f\u308a\u5206\u3051\u308b\u3068\u3044\u3046\u4f7f\u3044\u65b9\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u3059\u3079\u3066\u306e\u30ea\u30af\u30a8\u30b9\u30c8\u3092\u4e0a\u4f4d\u30e2\u30c7\u30eb\u306b\u9001\u308b\u306e\u3067\u306f\u306a\u304f\u3001<span class=\"swl-marker mark_yellow\"><strong>\u30b7\u30f3\u30d7\u30eb\u306a\u30bf\u30b9\u30af\u306fFlash-Lite\u3067\u5b8c\u7d50\u3055\u305b\u308b\u3053\u3068\u3067\u3001\u30b7\u30b9\u30c6\u30e0\u5168\u4f53\u306e\u30b3\u30b9\u30c8\u3068\u30ec\u30a4\u30c6\u30f3\u30b7\u3092\u5927\u5e45\u306b\u524a\u6e1b<\/strong><\/span>\u3067\u304d\u307e\u3059\u3002 \u5927\u91cf\u306e\u30ea\u30af\u30a8\u30b9\u30c8\u3092\u634c\u304f\u672c\u756a\u74b0\u5883\u307b\u3069\u3001\u3053\u306e\u8a2d\u8a08\u306e\u52b9\u679c\u304c\u5927\u304d\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e0a\u4f4d\u30e2\u30c7\u30eb\u3078\u5207\u308a\u66ff\u3048\u308b\u5224\u65ad\u57fa\u6e96<\/h3>\n\n\n\n<p>Flash-Lite\u3067\u8a66\u3057\u3066\u307f\u3066\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u554f\u984c\u304c\u51fa\u59cb\u3081\u305f\u3089\u4e0a\u4f4d\u30e2\u30c7\u30eb\u3078\u306e\u79fb\u884c\u3092\u691c\u8a0e\u3059\u308b\u30bf\u30a4\u30df\u30f3\u30b0\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u56de\u7b54\u306e\u8ad6\u7406\u7684\u306a\u4e00\u8cab\u6027\u304c\u4fdd\u3066\u306a\u3044\u3001\u8907\u6570\u30b9\u30c6\u30c3\u30d7\u306e\u63a8\u8ad6\u3067\u8aa4\u308a\u304c\u5897\u3048\u308b\u3068\u3044\u3063\u305f\u5834\u5408\u306fFlash\u304c\u9069\u3057\u3066\u3044\u307e\u3059\u3002 \u9ad8\u54c1\u8cea\u306a\u30b3\u30fc\u30c9\u751f\u6210\u3001\u6df1\u3044\u5c02\u9580\u77e5\u8b58\u304c\u5fc5\u8981\u306a\u5206\u6790\u3001\u9577\u6587\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u3092\u6b63\u78ba\u306b\u6271\u3046\u51e6\u7406\u304c\u6c42\u3081\u3089\u308c\u308b\u5834\u9762\u3067\u306fPro\u3092\u9078\u3076\u306e\u304c\u7121\u96e3\u3067\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-marker mark_yellow\"><strong>\u30b3\u30b9\u30c8\u3068\u54c1\u8cea\u306e\u30d0\u30e9\u30f3\u30b9\u3092\u53d6\u308b\u3046\u3048\u3067\u91cd\u8981\u306a\u306e\u306f\u3001\u307e\u305aFlash-Lite\u3067\u52d5\u304b\u3057\u3066\u54c1\u8cea\u3092\u8a08\u6e2c\u3059\u308b\u3053\u3068<\/strong><\/span>\u3067\u3059\u3002 \u611f\u899a\u3067\u306f\u306a\u304f\u5b9f\u969b\u306e\u51fa\u529b\u54c1\u8cea\u3092\u3082\u3068\u306b\u5224\u65ad\u3059\u308b\u3053\u3068\u3067\u3001\u4e0d\u5fc5\u8981\u306a\u30b3\u30b9\u30c8\u5897\u3092\u907f\u3051\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u307e\u3068\u3081<\/h2>\n\n\n\n<p>Gemini 3.1 Flash-Lite\u306e\u6d3b\u7528\u306f\u3001<span class=\"swl-marker mark_yellow\"><strong>\u30bf\u30b9\u30af\u306e\u8907\u96d1\u5ea6\u3068\u30b3\u30b9\u30c8\u306e\u30d0\u30e9\u30f3\u30b9\u3092\u610f\u8b58\u3057\u305f\u4f7f\u3044\u5206\u3051\u304c\u91cd\u8981<\/strong><\/span>\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u7ffb\u8a33\u30fb\u5206\u985e\u30fb\u8981\u7d04\u306a\u3069\u9ad8\u983b\u5ea6\u306e\u5b9a\u578b\u30bf\u30b9\u30af\u3067\u306fFlash-Lite\u3092\u8d77\u70b9\u306b\u3001\u7cbe\u5ea6\u304c\u6c42\u3081\u3089\u308c\u308b\u5834\u9762\u3067\u306fFlash\u3084Pro\u3078\u6bb5\u968e\u7684\u306b\u79fb\u884c\u3059\u308b\u3053\u3068\u3067\u3001\u30b3\u30b9\u30c8\u3092\u6291\u3048\u306a\u304c\u3089\u54c1\u8cea\u3092\u78ba\u4fdd\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u307e\u305a\u306fGoogle AI Studio\u3067\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u8a66\u3057\u3001API\u30ad\u30fc\u3092\u53d6\u5f97\u3057\u3066\u6700\u5c0f\u69cb\u6210\u3067\u52d5\u304b\u3059\u3068\u3053\u308d\u304b\u3089\u59cb\u3081\u3066\u307f\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Gemini 3.1 Flash-Lite\u3068\u306f\u3001Google\u304c\u63d0\u4f9b\u3059\u308bGemini 3\u30b7\u30ea\u30fc\u30ba\u306e\u4e2d\u3067\u6700\u3082\u5b89\u304f\u3066\u901f\u3044\u30e2\u30c7\u30eb\u3067\u3001\u7ffb\u8a33\u30fb\u5206\u985e\u30fb\u8981\u7d04\u3068\u3044\u3063\u305f\u9ad8\u983b\u5ea6\u306e\u5b9a\u578b\u30bf\u30b9\u30af\u3092\u4f4e\u30b3\u30b9\u30c8\u3067\u5927\u91cf\u51e6\u7406\u3059\u308b\u3053\u3068\u306b\u7279\u5316\u3057\u3066\u3044\u307e\u3059\u3002 \u500b\u4eba\u958b\u767a\u8005\u304b\u3089\u5927\u898f\u6a21\u306a\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u74b0\u5883\u307e\u3067\u3001\u5e45\u5e83\u3044\u7528\u9014\u3067\u6d3b\u7528\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001Gemini 3.1 Flash-Lite\u3068\u306f\u4f55\u304b\u3001\u6599\u91d1\u4f53\u7cfb\u30fb\u4f7f\u3044\u65b9\u30fbAPI\u5c0e\u5165\u624b\u9806\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n","protected":false},"author":117,"featured_media":91701,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"swell_btn_cv_data":"","_spnote":"Gemini 3.1 Flash-Lite \u4f7f\u3044\u65b9\nGemini 3.1 Flash-Lite \u3068\u306f\nGemini 3.1 Flash-Lite \u6599\u91d1","_custom_second_post_notes":"## \u30da\u30eb\u30bd\u30ca\u30fb\u691c\u7d22\u610f\u56f3\n\u30fbLLM\u306e\u5c0e\u5165\u30fb\u4e57\u308a\u63db\u3048\u30fb\u30b3\u30b9\u30c8\u6700\u9069\u5316\u3092\u62c5\u5f53\u3059\u308b\u958b\u767a\u8005\uff0f\u6280\u8853PM\u304c\u4e3b\u8aad\u8005\u3002\u9ad8\u983b\u5ea6\u51e6\u7406\u3092\u300c\u901f\u304f\u30fb\u5b89\u304f\u300d\u56de\u3057\u305f\u304f\u3001Flash\/Pro\u3068\u306e\u4f7f\u3044\u5206\u3051\u5224\u65ad\u307e\u3067\u542b\u3081\u3066\u77e5\u308a\u305f\u3044\u3002\n\u30fb\u300cGemini 3.1 Flash-Lite\u304c\u4f55\u304b\uff08\u7acb\u3061\u4f4d\u7f6e\u30fb\u3067\u304d\u308b\u3053\u3068\uff09\u300d\u300c\u6599\u91d1\uff08\u6a19\u6e96\/\u30d0\u30c3\u30c1\u3001\u7121\u6599\u67a0\u542b\u3080\uff09\u300d\u300c\u6700\u77ed\u3067\u52d5\u304b\u3059\u624b\u9806\uff08AI Studio \/ Gemini API \/ Vertex AI\uff09\u300d\u3092\u4e00\u8a18\u4e8b\u3067\u8ff7\u308f\u305a\u78ba\u8a8d\u3057\u305f\u3044\u3002\n## \u53c2\u8003\u8a18\u4e8b\u69cb\u6210\u4f8b\uff08H2\u301cH3\u30fb\u2605\uff1d\u7af6\u5408\u5206\u6790\u3067\u91cd\u8981\u3068\u5224\u65ad\u3055\u308c\u305f\u898b\u51fa\u3057\uff09\n\u203b\u3042\u304f\u307e\u3067\u3082\u53c2\u8003\u306e\u305f\u3081\u30de\u30cb\u30e5\u30a2\u30eb\u3092\u53c2\u7167\u306e\u4e0a\u3001\u9069\u5207\u306a\u898b\u51fa\u3057\u69cb\u6210\u3092\u8003\u3048\u3066\u304f\u3060\u3055\u3044\u3002\n## Gemini 3.1 Flash-Lite \u3068\u306f \u2605\n### \u3069\u3093\u306a\u7acb\u3061\u4f4d\u7f6e\u306e\u30e2\u30c7\u30eb\u304b\uff08Flash\/Pro\/\u65e7Flash-Lite\u3068\u306e\u9055\u3044\uff09\n### \u3067\u304d\u308b\u3053\u3068\u30fb\u3067\u304d\u306a\u3044\u3053\u3068\uff08\u5bfe\u5fdc\u30e2\u30c0\u30ea\u30c6\u30a3\/\u5bfe\u5fdc\u6a5f\u80fd\u30fb\u975e\u5bfe\u5fdc\u6a5f\u80fd\uff09\n### thinking levels\uff08\u601d\u8003\u30ec\u30d9\u30eb\uff09\u3068\u300c\u901f\u3055\/\u30b3\u30b9\u30c8\/\u54c1\u8cea\u300d\u306e\u95a2\u4fc2\n## Gemini 3.1 Flash-Lite \u6599\u91d1 \u2605\n### \u6599\u91d1\u4f53\u7cfb\u306e\u5168\u4f53\u50cf\uff08\u7121\u6599\u67a0\/\u6709\u6599\u67a0\u3001\u5165\u529b\u30fb\u51fa\u529b\u3001\u601d\u8003\u30c8\u30fc\u30af\u30f3\u306e\u6271\u3044\uff09\n### \u6a19\u6e96\u3068\u30d0\u30c3\u30c1\u3067\u4f55\u304c\u5909\u308f\u308b\u304b\uff08\u30b3\u30b9\u30c8\/\u7528\u9014\u306e\u76ee\u5b89\uff09\n### \u30b3\u30b9\u30c8\u6700\u9069\u5316\u306e\u8003\u3048\u65b9\uff08\u30ad\u30e3\u30c3\u30b7\u30e5\u3001\u30e2\u30c7\u30eb\u30eb\u30fc\u30c6\u30a3\u30f3\u30b0\u3001\u9ad8\u983b\u5ea6\u30bf\u30b9\u30af\u8a2d\u8a08\uff09\n## Gemini 3.1 Flash-Lite \u4f7f\u3044\u65b9 \u2605\n### \u4f7f\u3048\u308b\u5834\u6240\uff08Google AI Studio \/ Gemini API \/ Vertex AI\uff09\u3068\u4e8b\u524d\u6e96\u5099\n### API\u30ad\u30fc\u306e\u4f5c\u308a\u65b9\u3068\u5b89\u5168\u306a\u6271\u3044\uff08\u74b0\u5883\u5909\u6570\u3001\u6a29\u9650\u3001\u904b\u7528\u306e\u57fa\u672c\uff09\n### \u6700\u5c0f\u69cb\u6210\u3067\u52d5\u304b\u3059\uff08\u30e2\u30c7\u30ebID\u3001\u30c6\u30ad\u30b9\u30c8\u751f\u6210\u306e\u57fa\u672c\uff09\n### \u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u5165\u529b\u306e\u4f7f\u3044\u65b9\uff08\u753b\u50cf\u30fb\u97f3\u58f0\u30fb\u52d5\u753b\u30fbPDF\u306e\u8981\u70b9\uff09\n### \u69cb\u9020\u5316\u51fa\u529b\uff08JSON\uff09\/\u95a2\u6570\u547c\u3073\u51fa\u3057\u306e\u4f7f\u3044\u3069\u3053\u308d\n### thinking levels\u306e\u8a2d\u5b9a\u4f8b\uff08minimal\/low\/medium\/high\u306e\u4f7f\u3044\u5206\u3051\uff09\n### \u3064\u307e\u305a\u304d\u30dd\u30a4\u30f3\u30c8\uff08\u30d7\u30ec\u30d3\u30e5\u30fc\u6ce8\u610f\u70b9\u3001\u30ec\u30fc\u30c8\u5236\u9650\u3001\u8ab2\u91d1\u30fb\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u6df7\u4e71\uff09\n## \u30b3\u30b9\u30c8\u91cd\u8996\u306e\u6700\u901f\u8efd\u91cf\u30e2\u30c7\u30eb\u3068\u3057\u3066\u306e\u6d3b\u7528\u30b7\u30fc\u30f3\n### \u7ffb\u8a33\u30fb\u5206\u985e\u30fb\u62bd\u51fa\u30fb\u8981\u7d04\u306a\u3069\u300c\u9ad8\u983b\u5ea6\u306e\u5b9a\u578b\u30bf\u30b9\u30af\u300d\n### \u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u524d\u51e6\u7406\uff08\u5206\u985e\u5668\uff09\u3068\u3057\u3066\u306e\u30e2\u30c7\u30eb\u30eb\u30fc\u30c6\u30a3\u30f3\u30b0\n### Flash\/Pro\u3078\u4e0a\u3052\u308b\u5224\u65ad\u57fa\u6e96\uff08\u7cbe\u5ea6\u30fb\u9577\u6587\u30fb\u8907\u96d1\u63a8\u8ad6\u304c\u5fc5\u8981\u306a\u5834\u9762\uff09\n## \u307e\u3068\u3081\n### \u3069\u3093\u306a\u4eba\u306b\u6700\u9069\u304b\uff08\u5224\u65ad\u30c1\u30a7\u30c3\u30af\u30ea\u30b9\u30c8\uff09\n### \u307e\u305a\u8a66\u3059\u6700\u77ed\u30b9\u30c6\u30c3\u30d7\uff08AI Studio\u2192API\u2192\u904b\u7528\uff09\n## \u57f7\u7b46\u30dd\u30a4\u30f3\u30c8\n- \u8a18\u4e8b\u306e\u30b4\u30fc\u30eb\n- \u8aad\u8005\u304c\u300cFlash-Lite\u3092\u9078\u3076\/\u9078\u3070\u306a\u3044\u300d\u306e\u5224\u65ad\u304c\u3067\u304d\u3001\u6700\u77ed\u624b\u9806\u3067\u624b\u5143\u3067\u547c\u3073\u51fa\u3057\u3066\u691c\u8a3c\u3092\u59cb\u3081\u3089\u308c\u308b\u72b6\u614b\u306b\u3059\u308b\u3002\n- \u91cd\u8981\u306a\u30e1\u30c3\u30bb\u30fc\u30b8\n- \u516c\u5f0f\u60c5\u5831\u304c\u5206\u6563\u3057\u304c\u3061\u306a\u300c\u4ed5\u69d8\u30fb\u6599\u91d1\u30fb\u5c0e\u5165\u300d\u3092\u4e00\u672c\u5316\u3057\u3001\u610f\u601d\u6c7a\u5b9a\uff08\u4f7f\u3044\u5206\u3051\uff09\u307e\u3067\u3064\u306a\u3052\u308b\u3002\n- \u901f\u5ea6\u30fb\u30b3\u30b9\u30c8\u30fb\u54c1\u8cea\u306e\u30c8\u30ec\u30fc\u30c9\u30aa\u30d5\u306f\u3001thinking levels\u3068\u4f75\u305b\u3066\u6574\u7406\u3057\u3001Flash\/Pro\u3068\u306e\u6bd4\u8f03\u8868\u3067\u4e00\u76ee\u3067\u5206\u304b\u308b\u5f62\u306b\u3059\u308b\u3002\n- \u6599\u91d1\u306f\u300c\u6a19\u6e96\/\u30d0\u30c3\u30c1\u300d\u300c\u7121\u6599\u67a0\/\u6709\u6599\u67a0\u300d\u3092\u8ef8\u306b\u3001\u4ee3\u8868\u7684\u306a\u5229\u7528\u30d1\u30bf\u30fc\u30f3\uff08\u9ad8\u983b\u5ea6\u51e6\u7406\u3001\u30d0\u30c3\u30c1\u51e6\u7406\uff09\u3054\u3068\u306b\u8868\u3067\u6574\u7406\u3059\u308b\u3002\n- \u66f8\u304d\u65b9\u30fb\u30c8\u30fc\u30f3\u306e\u65b9\u91dd\n- \u521d\u898b\u3067\u3082\u8ff7\u308f\u306a\u3044\u3088\u3046\u7d50\u8ad6\u2192\u7406\u7531\u2192\u624b\u9806\u306e\u9806\u3067\u66f8\u304f\u3002\u5c02\u9580\u7528\u8a9e\u306f\u77ed\u304f\u8a00\u3044\u63db\u3048\u3001\u5224\u65ad\u306b\u5fc5\u8981\u306a\u7bc4\u56f2\u3060\u3051\u8aac\u660e\u3059\u308b\u3002\n- \u4f7f\u3044\u65b9\u306e\u7ae0\u306f\u3001\u5b9f\u969b\u306e\u64cd\u4f5c\u753b\u9762\u306e\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8\u3092\u30b9\u30c6\u30c3\u30d7\u30d6\u30ed\u30c3\u30af\u306b\u633f\u5165\u3057\u3001AI Studio \/ API \/ Vertex AI \u306e\u5c0e\u7dda\u5dee\u304c\u8996\u899a\u7684\u306b\u5206\u304b\u308b\u3088\u3046\u306b\u3059\u308b\u3002\n- \u6ce8\u610f\u70b9\u30fbNG\n- \u6599\u91d1\u30fb\u7121\u6599\u67a0\u30fb\u30d7\u30ec\u30d3\u30e5\u30fc\u8868\u8a18\u306a\u3069\u5909\u52d5\u3057\u3084\u3059\u3044\u9805\u76ee\u306f\u3001\u65ad\u5b9a\u3057\u3059\u304e\u305a\u300c\u6700\u65b0\u306e\u516c\u5f0f\u6599\u91d1\u8868\/\u4ed5\u69d8\u3092\u57fa\u306b\u6574\u7406\u3059\u308b\u300d\u524d\u63d0\u3067\u8a18\u8ff0\u3059\u308b\u3002\n- \u901f\u5ea6\u3084\u54c1\u8cea\u3092\u904e\u5ea6\u306b\u4e00\u822c\u5316\u305b\u305a\u3001\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u4f9d\u5b58\uff08\u5165\u529b\u9577\u3001\u601d\u8003\u30ec\u30d9\u30eb\u3001\u30d0\u30c3\u30c1\u53ef\u5426\uff09\u3067\u5dee\u304c\u51fa\u308b\u70b9\u3092\u660e\u793a\u3059\u308b\u3002","_dp_original":0,"footnotes":""},"categories":[184],"tags":[191],"ppma_author":[287,111,116,44],"class_list":["post-87555","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-generative_ai","tag-gemini"],"pp_statuses_selecting_workflow":false,"pp_workflow_action":"current","pp_status_selection":"publish","authors":[{"term_id":287,"user_id":117,"is_guest":0,"slug":"sato_hiroki","display_name":"\u4f50\u85e4\u5b8f\u7d00","avatar_url":"https:\/\/secure.gravatar.com\/avatar\/604e790394e06f748bf4959cd43a3b3c0a45a0a1f0510379050f5efe45823f06?s=96&d=mm&r=g","0":null,"1":"","2":"","3":"","4":"","5":"","6":"","7":"","8":""},{"term_id":111,"user_id":49,"is_guest":0,"slug":null,"display_name":"mf.yh12","avatar_url":"https:\/\/secure.gravatar.com\/avatar\/57f579b3386d74542438bcf898ec813b4b970cd059a4974de874ef2a5a802b00?s=96&d=mm&r=g","0":null,"1":"","2":"","3":"","4":"","5":"","6":"","7":"","8":""},{"term_id":116,"user_id":52,"is_guest":0,"slug":"ayumi_t22","display_name":"ayumi_t22","avatar_url":"https:\/\/secure.gravatar.com\/avatar\/e7e950332956e325f95ce75aa6ef6d7a209fe5ca8c0ecc4411b2c9fb1595fe17?s=96&d=mm&r=g","0":null,"1":"","2":"","3":"","4":"","5":"","6":"","7":"","8":""},{"term_id":44,"user_id":1,"is_guest":0,"slug":"miralab_admin_0001","display_name":"\u7530\u9644 \u52c7\u78e8","avatar_url":"https:\/\/secure.gravatar.com\/avatar\/a2bc89cdbec54ddbae805d71d9f029784e6e18269cd2ffae68f202b8b80f44df?s=96&d=mm&r=g","0":null,"1":"","2":"","3":"","4":"","5":"","6":"","7":"","8":""}],"_links":{"self":[{"href":"https:\/\/miralab.co.jp\/media\/wp-json\/wp\/v2\/posts\/87555","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/miralab.co.jp\/media\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/miralab.co.jp\/media\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/miralab.co.jp\/media\/wp-json\/wp\/v2\/users\/117"}],"replies":[{"embeddable":true,"href":"https:\/\/miralab.co.jp\/media\/wp-json\/wp\/v2\/comments?post=87555"}],"version-history":[{"count":25,"href":"https:\/\/miralab.co.jp\/media\/wp-json\/wp\/v2\/posts\/87555\/revisions"}],"predecessor-version":[{"id":91702,"href":"https:\/\/miralab.co.jp\/media\/wp-json\/wp\/v2\/posts\/87555\/revisions\/91702"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/miralab.co.jp\/media\/wp-json\/wp\/v2\/media\/91701"}],"wp:attachment":[{"href":"https:\/\/miralab.co.jp\/media\/wp-json\/wp\/v2\/media?parent=87555"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/miralab.co.jp\/media\/wp-json\/wp\/v2\/categories?post=87555"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/miralab.co.jp\/media\/wp-json\/wp\/v2\/tags?post=87555"},{"taxonomy":"author","embeddable":true,"href":"https:\/\/miralab.co.jp\/media\/wp-json\/wp\/v2\/ppma_author?post=87555"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}