{"id":944,"date":"2026-02-25T14:18:28","date_gmt":"2026-02-25T05:18:28","guid":{"rendered":"https:\/\/woz.co.jp\/webmaster\/?p=944"},"modified":"2026-02-25T14:18:29","modified_gmt":"2026-02-25T05:18:29","slug":"gemini-3-1-pro","status":"publish","type":"post","link":"https:\/\/woz.co.jp\/webmaster\/gemini-3-1-pro\/","title":{"rendered":"\u4fa1\u683c\u305d\u306e\u307e\u307e\u3067\u6027\u80fd\u3060\u3051\u5411\u4e0a\uff01Gemini 3.1 Pro\u306e\u4e2d\u8eab\u3092\u5fb9\u5e95\u89e3\u5256\uff06\u6b63\u76f4\u306b\u30ec\u30d3\u30e5\u30fc"},"content":{"rendered":"\n

2026\u5e742\u670819\u65e5\u3001Google\u306f\u300cGemini 3.1 Pro\u300d<\/strong>\u3092\u30d7\u30ec\u30d3\u30e5\u30fc\u30ea\u30ea\u30fc\u30b9\u3057\u307e\u3057\u305f\u3002Gemini 3 Pro\u306e\u767b\u5834\u304b\u3089\u308f\u305a\u304b\u7d043\u30f6\u6708\u5f8c\u306e\u3053\u3068\u3067\u3059\u3002<\/p>\n\n\n\n

\u6ce8\u76ee\u3059\u3079\u304d\u306f\u3001\u3053\u306e\u30b7\u30ea\u30fc\u30ba\u3067\u300c.1\u300d\u3068\u3044\u3046\u4e2d\u9593\u30d0\u30fc\u30b8\u30e7\u30f3\u304c\u4f7f\u308f\u308c\u305f\u306e\u304c\u521d\u3081\u3066\u3060\u3068\u3044\u3046\u70b9\u3067\u3059\u3002\u904e\u53bb2\u4e16\u4ee3\u3067\u306f\u534a\u5e74\u5f8c\u306b\u300c.5\u300d\u3068\u3057\u3066\u63d0\u4f9b\u3055\u308c\u3066\u3044\u307e\u3057\u305f\u3002\u305d\u308c\u304c\u4eca\u56de\u306f3\u30f6\u6708\u3067\u300c.1\u300d\u3068\u3044\u3046\u7570\u4f8b\u306e\u30b9\u30d4\u30fc\u30c9\u3067\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

\u306a\u305c\u3053\u308c\u307b\u3069\u65e9\u304f\u30ea\u30ea\u30fc\u30b9\u3055\u308c\u305f\u306e\u3067\u3057\u3087\u3046\u304b\u3002Google\u516c\u5f0f\u30d6\u30ed\u30b0\u306e\u767a\u8868\u306b\u305d\u306e\u80cc\u666f\u304c\u8a18\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u8981\u7d04\u3059\u308b\u3068\u3001\u300cGemini 3 Deep Think\u306b\u65bd\u3057\u305f\u63a8\u8ad6\u9762\u306e\u30d6\u30ec\u30fc\u30af\u30b9\u30eb\u30fc\u3092\u3001\u3088\u308a\u5e83\u3044\u30e6\u30fc\u30b6\u30fc\u5c64\u306b\u5c4a\u3051\u308b\u300d\u3068\u3044\u3046\u8da3\u65e8\u306e\u5185\u5bb9\u3067\u3059\u3002<\/p>\n\n\n\n

\u3064\u307e\u308aGemini 3.1 Pro\u306f\u3001\u300c\u6708$249\u306eUltra\u30d7\u30e9\u30f3\u3067\u3057\u304b\u4f7f\u3048\u306a\u304b\u3063\u305f\u9ad8\u5ea6\u306a\u63a8\u8ad6\u80fd\u529b\u3092\u4e00\u822c\u958b\u653e\u3059\u308b\u300d<\/strong>\u3068\u3044\u3046\u4f4d\u7f6e\u4ed8\u3051\u306e\u30ea\u30ea\u30fc\u30b9\u3068\u3044\u3048\u307e\u3059\u3002<\/p>\n\n\n\n

Gemini 3 Pro\u304c\u62b1\u3048\u3066\u3044\u305f\u8ab2\u984c<\/h2>\n\n\n\n

Gemini 3 Pro\u306f2025\u5e7411\u6708\u306b\u30ea\u30ea\u30fc\u30b9\u3055\u308c\u307e\u3057\u305f\u3002\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u63a8\u8ad6\u3084\u9577\u6587\u51e6\u7406\u306e\u9762\u3067\u5f37\u529b\u306a\u57fa\u76e4\u3092\u63d0\u4f9b\u3057\u3066\u3044\u305f\u30e2\u30c7\u30eb\u3067\u3059\u3002<\/p>\n\n\n\n

\u3068\u306f\u3044\u3048\u3001\u4f7f\u3044\u8fbc\u3080\u306b\u3064\u308c\u3066\u3044\u304f\u3064\u304b\u306e\u8ab2\u984c\u304c\u898b\u3048\u3066\u304d\u307e\u3057\u305f\u3002\u7b46\u8005\u81ea\u8eab\u3082\u5b9f\u52d9\u3067\u611f\u3058\u3066\u3044\u305f\u70b9\u3092\u542b\u3081\u3001\u958b\u767a\u8005\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u3067\u6307\u6458\u3055\u308c\u3066\u3044\u305f\u4e3b\u306a\u8ab2\u984c\u3092\u6574\u7406\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

\u307e\u305a\u3001\u62bd\u8c61\u7684\u306a\u63a8\u8ad6\u306b\u9650\u754c\u304c\u3042\u308a\u307e\u3057\u305f\u3002<\/strong>ARC-AGI-2\uff08AI\u304c\u672a\u77e5\u306e\u30d1\u30bf\u30fc\u30f3\u3092\u3069\u308c\u3060\u3051\u89e3\u3051\u308b\u304b\u3092\u6e2c\u308b\u30c6\u30b9\u30c8\uff09\u3067\u306f31.1%\u306b\u3068\u3069\u307e\u3063\u3066\u304a\u308a\u3001\u8907\u96d1\u306a\u8ad6\u7406\u30d1\u30ba\u30eb\u3067\u306f\u56de\u7b54\u304c\u5b89\u5b9a\u3057\u306a\u3044\u3053\u3068\u304c\u3042\u308a\u307e\u3057\u305f\u3002<\/p>\n\n\n\n

\u6b21\u306b\u3001\u601d\u8003\u306e\u7d30\u304b\u3044\u8abf\u6574\u304c\u3067\u304d\u307e\u305b\u3093\u3067\u3057\u305f\u3002<\/strong>thinking_level<\/code>\uff08\u601d\u8003\u30ec\u30d9\u30eb\uff09\u306e\u8a2d\u5b9a\u304cLow\u3068High\u306e2\u629e\u3057\u304b\u306a\u304f\u3001\u300c\u305d\u308c\u306a\u308a\u306b\u3057\u3063\u304b\u308a\u8003\u3048\u3066\u307b\u3057\u3044\u304c\u3001High\u307b\u3069\u306e\u6642\u9593\u306f\u304b\u3051\u305f\u304f\u306a\u3044\u300d\u3068\u3044\u3046\u4e2d\u9593\u7684\u306a\u30cb\u30fc\u30ba\u306b\u5fdc\u3048\u3089\u308c\u306a\u304b\u3063\u305f\u306e\u3067\u3059\u3002<\/p>\n\n\n\n

\u3055\u3089\u306b\u3001\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u7528\u9014\u3067\u306e\u5b89\u5b9a\u611f\u306b\u3082\u8ab2\u984c\u304c\u3042\u308a\u307e\u3057\u305f\u3002<\/strong>\u8907\u6570\u30b9\u30c6\u30c3\u30d7\u306e\u81ea\u5f8b\u7684\u306a\u4f5c\u696d\u4e2d\u306bAI\u304c\u6587\u8108\u3092\u898b\u5931\u3063\u3066\u3057\u307e\u3046\u30b1\u30fc\u30b9\u304c\u3042\u308a\u3001\u958b\u767a\u8005\u30d5\u30a9\u30fc\u30e9\u30e0\u3067\u3082\u300c\u9014\u4e2d\u3067\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u304c\u8ff7\u5b50\u306b\u306a\u308b\u300d<\/strong>\u3068\u3044\u3046\u58f0\u304c\u591a\u304f\u898b\u3089\u308c\u307e\u3057\u305f\u3002<\/p>\n\n\n\n

Gemini 3 Pro\u306e\u632f\u308a\u8fd4\u308a<\/h2>\n\n\n\n

\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3068\u57fa\u672c\u4ed5\u69d8<\/h3>\n\n\n\n

Gemini 3 Pro\u306fTransformer\u69cb\u9020\u306b\u300cMixture-of-Experts\uff08MoE\uff09\u300d\u3092\u7d44\u307f\u5408\u308f\u305b\u305f\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3092\u63a1\u7528<\/strong>\u3057\u3066\u3044\u307e\u3059\u3002MoE\u3068\u306f\u8907\u6570\u306e\u300c\u5c02\u9580\u5bb6\u30e2\u30c7\u30eb\u300d\u304c\u5f79\u5272\u5206\u62c5\u3057\u306a\u304c\u3089\u52d5\u304f\u4ed5\u7d44\u307f\u3067\u3001\u5e45\u5e83\u3044\u30bf\u30b9\u30af\u306b\u52b9\u7387\u3088\u304f\u5bfe\u5fdc\u3067\u304d\u308b\u306e\u304c\u7279\u5fb4\u3067\u3059\u3002<\/p>\n\n\n\n

\u30c6\u30ad\u30b9\u30c8\u30fb\u97f3\u58f0\u30fb\u753b\u50cf\u30fb\u52d5\u753b\u30fbPDF\u306a\u3069\u3092\u307e\u3068\u3081\u3066\u51e6\u7406\u3067\u304d\u308b\u300c\u30cd\u30a4\u30c6\u30a3\u30d6\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u300d\u306b\u3082\u5bfe\u5fdc\u3057\u3066\u3044\u307e\u3059\u3002\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u30a6\u30a3\u30f3\u30c9\u30a6\u306f1M\u30c8\u30fc\u30af\u30f3\uff08\u7d04150\u4e07\u8a9e\u76f8\u5f53\uff09\u3067\u3001\u30b3\u30fc\u30c9\u30ea\u30dd\u30b8\u30c8\u30ea\u5168\u4f53\u3092\u8aad\u307f\u8fbc\u307e\u305b\u308b\u3088\u3046\u306a\u5927\u898f\u6a21\u306a\u7528\u9014\u306b\u3082\u4f7f\u3048\u307e\u3059\u3002<\/p>\n\n\n\n

Vertex AI\u306e\u516c\u5f0f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306b\u3088\u308b\u3068\u3001Gemini 3 Pro\u306f\u300c\u9ad8\u52b9\u7387\u30fb\u884c\u52d5\u5fd7\u5411\u300d\u3092\u91cd\u8996\u3057\u305f\u8a2d\u8a08\u601d\u60f3\u3067\u4f5c\u3089\u308c\u3066\u3044\u307e\u3059\u3002\u7c21\u6f54\u3067\u76f4\u63a5\u7684\u306a\u56de\u7b54\u3092\u7d20\u65e9\u304f\u8fd4\u3059\u3053\u3068\u3092\u5f97\u610f\u3068\u3057\u3066\u3044\u307e\u3057\u305f\u3002\u305f\u3060\u3057\u3001\u60c5\u5831\u304c\u4e0d\u8db3\u3057\u3066\u3044\u308b\u5834\u9762\u3067\u3082\u63a8\u6e2c\u3067\u56de\u7b54\u3057\u3088\u3046\u3068\u3059\u308b\u50be\u5411\u304c\u3042\u3063\u305f\u70b9\u306f\u7559\u610f\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n\n\n\n

\u5f37\u307f\u3068\u5f31\u307f<\/h3>\n\n\n\n

\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u4e0a\u306e\u5f37\u307f\u3068\u3057\u3066\u306f\u3001GPQA Diamond\uff08\u535a\u58eb\u30ec\u30d9\u30eb\u306e\u79d1\u5b66\u77e5\u8b58\u30c6\u30b9\u30c8\uff09\u306791.9%\u3001LiveCodeBench Pro Elo\uff08\u7af6\u6280\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u7684\u306a\u30b3\u30fc\u30c9\u751f\u6210\uff09\u30672,439\u3001SWE-Bench Verified\uff08GitHub\u306e\u30d0\u30b0\u4fee\u6b63\u30bf\u30b9\u30af\uff09\u306776.2%\u3001MMMU-Pro\uff08\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u7406\u89e3\u30c6\u30b9\u30c8\uff09\u306781.0%\u3068\u3044\u3063\u305f\u9ad8\u3044\u30b9\u30b3\u30a2\u304c\u6319\u3052\u3089\u308c\u307e\u3059\u30021M\u30c8\u30fc\u30af\u30f3\u306e\u9577\u3044\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u3067\u306e\u6587\u66f8\u51e6\u7406\u3082\u5b89\u5b9a\u3057\u3066\u3044\u307e\u3057\u305f\u3002<\/p>\n\n\n\n

\u4e00\u65b9\u3067\u8ab2\u984c\u3082\u3042\u308a\u307e\u3057\u305f\u3002ARC-AGI-2\u306f31.1%\u306b\u3068\u3069\u307e\u308a\u3001\u672a\u77e5\u306e\u30d1\u30bf\u30fc\u30f3\u3078\u306e\u5bfe\u5fdc\u529b\u306b\u4e0d\u5b89\u304c\u6b8b\u308a\u307e\u3057\u305f\u3002thinking_level<\/code>\u304cLow\/High\u306e2\u629e\u3057\u304b\u306a\u3044\u70b9\u3084\u3001\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u30bf\u30b9\u30af\u306e\u30d9\u30f3\u30c1\u30de\u30fc\u30af\uff08APEX-Agents\uff09\u304c\u7af6\u5408\u30e2\u30c7\u30eb\u306b\u3084\u3084\u52a3\u3063\u3066\u3044\u305f\u70b9\u3082\u6c17\u306b\u306a\u308b\u3068\u3053\u308d\u3067\u3057\u305f\u3002<\/p>\n\n\n\n

Gemini 3.1 Pro\u306e\u6280\u8853\u4ed5\u69d8<\/h2>\n\n\n\n

\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306e\u5909\u66f4\u70b9<\/h3>\n\n\n\n

Google DeepMind\u306e\u30e2\u30c7\u30eb\u30ab\u30fc\u30c9\u306b\u3088\u308b\u3068\u3001Gemini 3.1 Pro\u306fGemini 3 Pro\u3092\u30d9\u30fc\u30b9\u3068\u3057\u3066\u3044\u307e\u3059\u3002\u57fa\u672c\u7684\u306a\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\uff08MoE\u30d9\u30fc\u30b9\u306eTransformer\u69cb\u9020\uff09\u3001\u5b66\u7fd2\u30c7\u30fc\u30bf\u3001\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u69cb\u6210\u306f\u305d\u306e\u307e\u307e\u5f15\u304d\u7d99\u304c\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

\u300c\u30bc\u30ed\u304b\u3089\u4f5c\u308a\u76f4\u3057\u305f\u300d\u306e\u3067\u306f\u306a\u304f\u3001\u300c\u512a\u79c0\u306a\u571f\u53f0\u306e\u4e0a\u3067\u63a8\u8ad6\u30a8\u30f3\u30b8\u30f3\u3068\u601d\u8003\u30d7\u30ed\u30bb\u30b9\u3092\u78e8\u304d\u4e0a\u3052\u305f\u300d<\/strong>\u3068\u3044\u3046\u8868\u73fe\u304c\u9069\u5207\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n

Vertex AI\u306e\u516c\u5f0f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306b\u306f\u3001\u4eca\u56de\u306e\u6539\u5584\u70b9\u3068\u3057\u30663\u3064\u304c\u660e\u8a18\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

    \n
  1. \u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u3068\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u80fd\u529b\u306e\u5411\u4e0a\u3067\u3001\u30d0\u30b0\u4fee\u6b63\u7cbe\u5ea6\u3084\u81ea\u5f8b\u4f5c\u696d\u306e\u5b89\u5b9a\u6027\u304c\u6539\u5584\u3055\u308c\u307e\u3057\u305f\u3002<\/li>\n\n\n\n
  2. \u30c8\u30fc\u30af\u30f3\u52b9\u7387\u3068\u601d\u8003\u30d7\u30ed\u30bb\u30b9\u306e\u6539\u5584\u3067\u3001\u3088\u308a\u5c11\u306a\u3044\u30c8\u30fc\u30af\u30f3\u3067\u540c\u7b49\u4ee5\u4e0a\u306e\u54c1\u8cea\u3092\u51fa\u305b\u308b\u3088\u3046\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/li>\n\n\n\n
  3. \u601d\u8003\u30ec\u30d9\u30eb\u306e\u62e1\u5f35\u3067\u3001thinking_level<\/code>\u30d1\u30e9\u30e1\u30fc\u30bf\u306bMEDIUM\u304c\u65b0\u305f\u306b\u8ffd\u52a0\u3055\u308c\u307e\u3057\u305f\u3002<\/li>\n<\/ol>\n\n\n\n

    \u63a8\u8ad6\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u6539\u826f\uff1a4\u6bb5\u968eThinking\u30b7\u30b9\u30c6\u30e0<\/h3>\n\n\n\n

    \u7b46\u8005\u304c\u8003\u3048\u308b3.1 Pro\u306e\u6700\u3082\u91cd\u8981\u306a\u5909\u66f4\u70b9\u304c\u3053\u306e\u90e8\u5206\u3067\u3059\u3002<\/p>\n\n\n\n

    3 Pro\u3067\u306fLow\uff08\u901f\u5ea6\u512a\u5148\uff09\u3068High\uff08\u6df1\u5ea6\u512a\u5148\uff09\u306e2\u629e\u3067\u3057\u305f\u304c\u30013.1 Pro\u3067\u306f Low \/ Medium \/ High \/ Max \u306e4\u6bb5\u968e<\/strong>\u306b\u62e1\u5f35\u3055\u308c\u307e\u3057\u305f\u3002<\/p>\n\n\n\n

    Medium\u306f\u300c\u30b3\u30b9\u30c8\u30fb\u5fdc\u7b54\u901f\u5ea6\u30fb\u63a8\u8ad6\u306e\u6df1\u3055\u306e\u30d0\u30e9\u30f3\u30b9\u304c\u53d6\u308c\u305f\u4e2d\u9593\u8a2d\u5b9a\u300d\u3067\u3059\u3002DataCamp\u306e\u5b9f\u691c\u8a3c\u306b\u3088\u308b\u3068\u30013 Pro\u306eHigh\u30e2\u30fc\u30c9\u3067\u51fa\u3057\u3066\u3044\u305f\u63a8\u8ad6\u54c1\u8cea\u3092\u30013.1 Pro\u3067\u306fMedium\u30e2\u30fc\u30c9\u3067\u9054\u6210\u3067\u304d\u308b\u30b1\u30fc\u30b9\u304c\u591a\u304f\u78ba\u8a8d\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3064\u307e\u308a\u3001\u540c\u3058\u7cbe\u5ea6\u3092\u3088\u308a\u901f\u304f\u30fb\u5b89\u304f\u51fa\u305b\u308b\u53ef\u80fd\u6027\u304c\u9ad8\u307e\u3063\u305f\u3068\u3044\u3046\u3053\u3068\u3067\u3059\u3002<\/p>\n\n\n\n

    \u52a0\u3048\u3066\u30013.1 Pro\u306b\u306f\u300c\u30c0\u30a4\u30ca\u30df\u30c3\u30af\u30b7\u30f3\u30ad\u30f3\u30b0\u300d\u3068\u3044\u3046\u4ed5\u7d44\u307f\u3082\u5b9f\u88c5\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u30bf\u30b9\u30af\u306e\u8907\u96d1\u3055\u306b\u5fdc\u3058\u3066\u30e2\u30c7\u30eb\u304c\u81ea\u52d5\u7684\u306b\u601d\u8003\u306e\u6df1\u3055\u3092\u8abf\u6574\u3057\u3066\u304f\u308c\u308b\u305f\u3081\u3001\u958b\u767a\u8005\u304c\u90fd\u5ea6\u8a2d\u5b9a\u3092\u5909\u3048\u308b\u624b\u9593\u304c\u7701\u3051\u307e\u3059\u3002\u7c21\u5358\u306a\u8cea\u554f\u306b\u306f\u7d20\u65e9\u304f\u3001\u96e3\u3057\u3044\u554f\u984c\u306b\u306f\u3058\u3063\u304f\u308a\u3068\u5bfe\u5fdc\u3059\u308b\u52d5\u4f5c\u304c\u81ea\u7136\u306b\u884c\u308f\u308c\u307e\u3059\u3002<\/p>\n\n\n\n

    \u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u9577<\/h3>\n\n\n\n

    \u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u30a6\u30a3\u30f3\u30c9\u30a6\u306f1M\u30c8\u30fc\u30af\u30f3\uff081,048,576\u30c8\u30fc\u30af\u30f3\uff09<\/strong>\u306e\u307e\u307e\u5909\u66f4\u3042\u308a\u307e\u305b\u3093\u3002\u4e00\u90e8\u306e\u60c5\u5831\u6e90\u3067\u306f2M\u30c8\u30fc\u30af\u30f3\u3068\u3044\u3046\u8a18\u8ff0\u3082\u898b\u3089\u308c\u307e\u3057\u305f\u304c\u3001Google\u516c\u5f0f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\uff08Vertex AI\u3001AI for Developers API\u30ea\u30ea\u30fc\u30b9\u30ce\u30fc\u30c8\uff09\u3067\u306f1M\u30c8\u30fc\u30af\u30f3\u3068\u660e\u8a18\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

    \u672c\u8a18\u4e8b\u3067\u306f\u516c\u5f0f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306e1M\u30c8\u30fc\u30af\u30f3\u3092\u6b63\u78ba\u306a\u60c5\u5831\u3068\u3057\u3066\u6271\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

    \u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u306e\u5f37\u5316\u70b9<\/h3>\n\n\n\n

    3.1 Pro\u3067\u306f\u3001\u30b3\u30fc\u30c9\u3092\u4f7f\u3063\u305f\u30a2\u30cb\u30e1\u30fc\u30b7\u30e7\u30f3\u751f\u6210\u80fd\u529b\u304c\u76ee\u306b\u898b\u3048\u3066\u5411\u4e0a<\/strong>\u3057\u3066\u3044\u307e\u3059\u3002Google\u306e\u516c\u5f0f\u767a\u8868\u306b\u3088\u308b\u3068\u3001\u30c6\u30ad\u30b9\u30c8\u30d7\u30ed\u30f3\u30d7\u30c8\u304b\u3089\u30a2\u30cb\u30e1\u30fc\u30b7\u30e7\u30f3SVG\u3092\u76f4\u63a5\u751f\u6210\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u3063\u305f\u307b\u304b\u30013D\u7a7a\u9593\u306e\u5909\u63db\uff08\u56de\u8ee2\u30fb\u79fb\u52d5\u306a\u3069\uff09\u306e\u7406\u89e3\u3082\u5927\u5e45\u306b\u6539\u5584\u3055\u308c\u305f\u3068\u306e\u3053\u3068\u3067\u3059\u3002<\/p>\n\n\n\n

    \u5b9f\u969b\u306b\u3001\u30a2\u30cb\u30e1\u30fc\u30b7\u30e7\u30f3\u5236\u4f5c\u4f1a\u793eCartwheel\u306eco-founder\u304c\u300c3D\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306e\u56de\u8ee2\u9806\u5e8f\u306b\u95a2\u3059\u308b\u30d0\u30b0\u3092\u9577\u5e74\u89e3\u6c7a\u3067\u304d\u306a\u304b\u3063\u305f\u304c\u30013.1 Pro\u3067\u3088\u3046\u3084\u304f\u89e3\u6c7a\u3067\u304d\u305f\u300d\u3068\u5831\u544a\u3057\u3066\u3044\u307e\u3059\u3002\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u7406\u89e3\u30c6\u30b9\u30c8\uff08MMMLU\uff09\u3067\u306f92.6%\u3092\u9054\u6210\u3057\u3066\u304a\u308a\u3001\u3053\u306e\u9818\u57df\u306e\u5e95\u4e0a\u3052\u304c\u7740\u5b9f\u306b\u9032\u3093\u3067\u3044\u308b\u3068\u3044\u3046\u5370\u8c61\u3067\u3059\u3002<\/p>\n\n\n\n

    Gemini 3.1 Pro\u3068\u7af6\u5408\u30e2\u30c7\u30eb\u306e\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u6bd4\u8f03<\/h2>\n\n\n\n

    \u306f\u3058\u3081\u306b\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u306b\u3064\u3044\u3066\u7c21\u5358\u306b\u89e6\u308c\u3066\u304a\u304d\u307e\u3059\u3002\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3068\u306fAI\u30e2\u30c7\u30eb\u306e\u80fd\u529b\u3092\u5ba2\u89b3\u7684\u306b\u6e2c\u308b\u305f\u3081\u306e\u300c\u6a19\u6e96\u30c6\u30b9\u30c8\u300d\u306e\u3053\u3068\u3067\u3059\u3002\u4eba\u9593\u306e\u5b66\u529b\u30c6\u30b9\u30c8\u306b\u4f8b\u3048\u308b\u3068\u3001\u79d1\u76ee\u3054\u3068\u306b\u70b9\u6570\u3092\u51fa\u3057\u3066\u6bd4\u8f03\u3059\u308b\u30a4\u30e1\u30fc\u30b8\u306b\u8fd1\u3044\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n

    \u4e3b\u8981\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u6bd4\u8f03\u8868<\/h3>\n\n\n\n

    \u4ee5\u4e0b\u306e\u6570\u5024\u306fGoogle DeepMind\u30e2\u30c7\u30eb\u30ab\u30fc\u30c9\u3001VentureBeat\u3001vertu.com\u958b\u767a\u8005\u30ac\u30a4\u30c9\uff082026\u5e742\u6708\u6642\u70b9\uff09\u306b\u57fa\u3065\u3044\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

    \u30d9\u30f3\u30c1\u30de\u30fc\u30af<\/th>Gemini 3 Pro<\/th>Gemini 3.1 Pro<\/th>Claude Opus 4.6<\/th>GPT-5.2<\/th><\/tr><\/thead>
    ARC-AGI-2<\/strong>
    \uff08\u65b0\u898f\u30d1\u30bf\u30fc\u30f3\u63a8\u8ad6\uff09<\/th>    		31.1%
    \uff08DT: 45.1%\uff09<\/td>    		77.1%<\/strong><\/td>68.8%<\/td>52.9%<\/td><\/tr>
    GPQA Diamond<\/strong>
    \uff08\u535a\u58eb\u30ec\u30d9\u30eb\u79d1\u5b66\uff09<\/th>    		91.9%
    \uff08DT: 93.8%\uff09<\/td>    		94.3%<\/strong><\/td>91.3%<\/td>92.4%<\/td><\/tr>
    Humanity’s Last Exam<\/strong>
    \uff08\u30c4\u30fc\u30eb\u306a\u3057\uff09<\/th>    		37.5\u301c40%<\/td>44.4%<\/strong><\/td>40.0%<\/td>34.5%<\/td><\/tr>
    Humanity’s Last Exam<\/strong>
    \uff08\u30c4\u30fc\u30eb\u3042\u308a\uff09<\/th>    		\u2014<\/td>51.4%<\/td>53.1%<\/strong><\/td>\u2014<\/td><\/tr>
    SWE-Bench Verified<\/strong>
    \uff08\u30d0\u30b0\u4fee\u6b63\uff09<\/th>    		76.2\u301c76.8%<\/td>80.6%<\/td>80.8\u301c80.9%<\/strong><\/td>\u2014<\/td><\/tr>
    LiveCodeBench Pro Elo<\/strong>
    \uff08\u7af6\u6280\u30b3\u30fc\u30c9\uff09<\/th>    		2,439<\/td>2,887<\/strong><\/td>\u2014<\/td>2,393<\/td><\/tr>
    BrowseComp<\/strong>
    \uff08Web\u8abf\u67fb\u80fd\u529b\uff09<\/th>    		59.2%<\/td>85.9%<\/strong><\/td>\u2014<\/td>\u2014<\/td><\/tr>
    APEX-Agents<\/strong>
    \uff08\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u30bf\u30b9\u30af\uff09<\/th>    		\u301c17%<\/td>33.5%<\/strong><\/td>\u2014<\/td>\u2014<\/td><\/tr>
    MMLU<\/strong>
    \uff08\u5e83\u7bc4\u306a\u77e5\u8b58\uff09<\/th>    		\u301c90%<\/td>85.9\u301c92.6%\u203b<\/td>91.1%<\/td>89.6%<\/td><\/tr>
    HumanEval<\/strong>
    \uff08Python\u30b3\u30fc\u30c9\u751f\u6210\uff09<\/th>    		\u2014<\/td>84.1%<\/strong><\/td>\u2014<\/td>\u2014<\/td><\/tr>
    MRCR v2<\/strong>
    \uff08\u9577\u6587\u8108\u5185\u691c\u7d22\uff09<\/th>    		77.0%
    \uff08128k\u5e73\u5747\uff09<\/td>    		\u5411\u4e0a
    \uff08\u5177\u4f53\u5024\u672a\u516c\u958b\uff09<\/td>    		\u2014<\/td>\u2014<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n

    MMLU\u306e\u6570\u5024\u306b\u3064\u3044\u3066: \u6a19\u6e96MMLU\u3067\u306f85.9%\u3001\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u7248\uff08MMMLU\uff09\u3067\u306f92.6%\u3068\u3044\u3046\u7570\u306a\u308b\u5831\u544a\u304c\u3042\u308a\u307e\u3059\u3002\u30c6\u30b9\u30c8\u306e\u7a2e\u985e\u306e\u9055\u3044\u304c\u539f\u56e0\u3068\u8003\u3048\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n

    \u30d9\u30f3\u30c1\u30de\u30fc\u30af\u6bd4\u8f03\u306e\u8981\u70b9<\/h3>\n\n\n\n

    \u30d9\u30f3\u30c1\u30de\u30fc\u30af\u306e\u6570\u5b57\u3060\u3051\u4e26\u3079\u3066\u3082\u610f\u5473\u304c\u4f1d\u308f\u308a\u306b\u304f\u3044\u306e\u3067\u3001\u7279\u306b\u91cd\u8981\u306a\u30dd\u30a4\u30f3\u30c8\u3092\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

    \u6700\u3082\u6ce8\u76ee\u3059\u3079\u304d\u306fARC-AGI-2\u306e148%\u5411\u4e0a<\/strong>\u3067\u3059\u3002\u3053\u306e\u30c6\u30b9\u30c8\u306f\u300cAI\u304c\u8a13\u7df4\u4e2d\u306b\u898b\u305f\u3053\u3068\u306e\u306a\u3044\u30d1\u30bf\u30fc\u30f3\u3092\u3069\u308c\u3060\u3051\u67d4\u8edf\u306b\u89e3\u3051\u308b\u304b\u300d<\/strong>\u3092\u6e2c\u308b\u3082\u306e\u3067\u3001\u8a18\u61b6\u529b\u3067\u306f\u306a\u304f\u672c\u8cea\u7684\u306a\u300c\u8003\u3048\u308b\u529b\u300d\u3092\u8a55\u4fa1\u3057\u3066\u3044\u307e\u3059\u30023 Pro\u306e31.1%\u304b\u30893.1 Pro\u306e77.1%\u3078\u3001\u308f\u305a\u304b3\u30f6\u6708\u30672.5\u500d\u8fd1\u3044\u4f38\u3073<\/strong>\u3092\u898b\u305b\u307e\u3057\u305f\u3002\u7b46\u8005\u3068\u3057\u3066\u306f\u3001\u3053\u306e\u6570\u5b57\u304c\u3082\u3063\u3068\u3082\u5370\u8c61\u7684\u306a\u5909\u5316\u3060\u3068\u611f\u3058\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

    SWE-Bench\uff08\u30d0\u30b0\u4fee\u6b63\u30bf\u30b9\u30af\uff09\u3067\u306f\u3001\u4f9d\u7136\u3068\u3057\u3066Claude Opus 4.6\u304c\u50c5\u5dee\u3067\u30ea\u30fc\u30c9\u3057\u3066\u3044\u307e\u3059\u3002\uff0880.8\u301c80.9% vs 80.6%\uff09\u5b9f\u969b\u306e\u30b3\u30fc\u30c9\u30ea\u30dd\u30b8\u30c8\u30ea\u3092\u4fee\u6b63\u3059\u308b\u4f5c\u696d\u306b\u304a\u3044\u3066\u306f\u3001\u4e21\u8005\u306f\u307b\u307c\u4e92\u89d2\u3068\u3044\u3048\u305d\u3046\u3067\u3059\u3002<\/p>\n\n\n\n

    \u30bf\u30fc\u30df\u30ca\u30eb\u64cd\u4f5c\uff08Terminal-Bench 2.0\uff09\u3067\u306fGPT-5.3-Codex\u304c77.3%\u306b\u5bfe\u3057\u3066Gemini 3.1 Pro\u306f68.5%\u3067\u3059\u3002\u30b7\u30a7\u30eb\u30b9\u30af\u30ea\u30d7\u30c8\u3084CI\/CD\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u304c\u4e2d\u5fc3\u306e\u7528\u9014\u3067\u306f\u3001Gemini 3.1 Pro\u304c\u6700\u5584\u306e\u9078\u629e\u80a2\u3068\u306f\u8a00\u3044\u5207\u308c\u306a\u3044\u5834\u9762\u3082\u3042\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n

    Gemini 3.1 Pro API\u4ed5\u69d8<\/h2>\n\n\n\n

    \u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u3068\u5909\u66f4\u70b9<\/h3>\n\n\n\n

    API\u3067\u6307\u5b9a\u3059\u308b\u30e2\u30c7\u30eb\u540d\uff08\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\uff09\u304c\u5909\u308f\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

    Gemini 3 Pro\uff08\u5f93\u6765\uff09<\/strong><\/p>\n\n\n\n

    <\/circle><\/circle><\/circle><\/g><\/svg><\/span><\/path><\/path><\/svg><\/span>
    gemini-3-pro-preview<\/span><\/span><\/code><\/pre><\/div>\n\n\n\n
    Gemini 3.1 Pro\uff08\u65b0\u898f\uff09<\/strong><\/p>\n\n\n\n
    <\/circle><\/circle><\/circle><\/g><\/svg><\/span><\/path><\/path><\/svg><\/span>
    gemini-3.1-pro-preview<\/span><\/span>\ngemini-3.1-pro-preview-customtools<\/span>  <\/span># \u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u30fb\u30ab\u30b9\u30bf\u30e0\u30c4\u30fc\u30eb\u7528<\/span><\/span><\/code><\/pre><\/div>\n\n\n\n
    3.1 Pro\u3067\u306f\u3001\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3068\u30ab\u30b9\u30bf\u30e0\u30c4\u30fc\u30eb\u5411\u3051\u306e\u5c02\u7528\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u304c\u8ffd\u52a0\u3055\u308c\u307e\u3057\u305f\u3002\u516c\u5f0f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306b\u3088\u308b\u3068\u300c\u8907\u96d1\u306a\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u300d\u306b\u6700\u9069\u5316\u3055\u308c\u305f\u3082\u306e\u3068\u306e\u3053\u3068\u3067\u3059\u3002<\/p>\n\n\n\n
    \u4fa1\u683c\u4f53\u7cfb<\/h3>\n\n\n\n
    \u3053\u3053\u306f\u5b09\u3057\u3044\u30dd\u30a4\u30f3\u30c8\u3067\u3059\u30023.1 Pro\u306fGemini 3 Pro\u304b\u3089\u4fa1\u683c\u304c\u636e\u3048\u7f6e\u304d\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n
    \u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u9577\u3055<\/th>\u5165\u529b
    \uff08100\u4e07\u30c8\u30fc\u30af\u30f3\u3042\u305f\u308a\uff09<\/span><\/th>    		\u51fa\u529b
    \uff08100\u4e07\u30c8\u30fc\u30af\u30f3\u3042\u305f\u308a\uff09<\/span><\/th><\/tr><\/thead>
    200,000\u30c8\u30fc\u30af\u30f3\u672a\u6e80<\/th>$2.00<\/td>$12.00<\/td><\/tr>
    200,000\u301c1M\u30c8\u30fc\u30af\u30f3<\/th>$4.00<\/td>$18.00<\/td><\/tr>
    Batch API\uff0850%\u5272\u5f15\uff09<\/strong><\/th>$1.00\u301c$2.00<\/td>$6.00\u301c$9.00<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n
    \u540c\u3058\u30b3\u30b9\u30c8\u3067\u5927\u5e45\u306a\u80fd\u529b\u30a2\u30c3\u30d7\u304c\u624b\u306b\u5165\u308b\u308f\u3051\u3067\u3059\u3002\u53c2\u8003\u307e\u3067\u306b\u3001Claude Opus 4.6\u306f\u5165\u529b100\u4e07\u30c8\u30fc\u30af\u30f3\u3042\u305f\u308a$5.00\u3067\u3059\u306e\u3067\u3001Gemini 3.1 Pro\u306e$2.00\u306f\u5165\u529b\u30b3\u30b9\u30c8\u306760%\u4ee5\u4e0a\u5b89\u3044\u8a08\u7b97\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n
    thinking_level\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u5909\u66f4\u70b9<\/h3>\n\n\n\n
    Gemini 3 Pro\uff08\u5f93\u6765\u306e\u8a2d\u5b9a\uff09<\/h4>\n\n\n\n
    <\/circle><\/circle><\/circle><\/g><\/svg><\/span><\/path><\/path><\/svg><\/span>
    generation_config <\/span>=<\/span> <\/span>{<\/span><\/span>\n    <\/span>"<\/span>thinking_config<\/span>"<\/span>:<\/span> <\/span>{<\/span><\/span>\n        <\/span>"<\/span>thinking_budget<\/span>"<\/span>:<\/span> <\/span>-<\/span>1<\/span>,<\/span>  <\/span># low \/ high \u306e2\u629e\u306e\u307f<\/span><\/span>\n        <\/span>"<\/span>thinking_level<\/span>"<\/span>:<\/span> <\/span>"<\/span>high<\/span>"<\/span><\/span>\n    <\/span>}<\/span><\/span>\n}<\/span><\/span><\/code><\/pre><\/div>\n\n\n\n
    Gemini 3.1 Pro\uff08\u65b0\u8a2d\u5b9a\uff1amedium\u304c\u8ffd\u52a0\uff09<\/h4>\n\n\n\n
    <\/circle><\/circle><\/circle><\/g><\/svg><\/span><\/path><\/path><\/svg><\/span>
    generation_config <\/span>=<\/span> <\/span>{<\/span><\/span>\n    <\/span>"<\/span>thinking_config<\/span>"<\/span>:<\/span> <\/span>{<\/span><\/span>\n        <\/span>"<\/span>thinking_budget<\/span>"<\/span>:<\/span> <\/span>-<\/span>1<\/span>,<\/span><\/span>\n        <\/span>"<\/span>thinking_level<\/span>"<\/span>:<\/span> <\/span>"<\/span>medium<\/span>"<\/span>  <\/span># low \/ medium \/ high \/ max \u306e4\u629e<\/span><\/span>\n    <\/span>}<\/span><\/span>\n}<\/span><\/span><\/code><\/pre><\/div>\n\n\n\n
    Python SDK\u306e\u4f7f\u3044\u65b9\uff083.1 Pro\uff09<\/h3>\n\n\n\n
    \u5b9f\u969b\u306bAPI\u3092\u547c\u3073\u51fa\u3059\u30b3\u30fc\u30c9\u3092\u898b\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n
    <\/circle><\/circle><\/circle><\/g><\/svg><\/span><\/path><\/path><\/svg><\/span>
    import<\/span> google<\/span>.<\/span>generativeai <\/span>as<\/span> genai<\/span><\/span>\n<\/span>\n# 3.1 Pro\u306e\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u3092\u6307\u5b9a<\/span><\/span>\nmodel <\/span>=<\/span> genai<\/span>.<\/span>GenerativeModel<\/span>(<\/span><\/span>\n    <\/span>model_name<\/span>=<\/span>"<\/span>gemini-3.1-pro-preview<\/span>"<\/span>,<\/span><\/span>\n    <\/span>generation_config<\/span>=<\/span>{<\/span><\/span>\n        <\/span>"<\/span>temperature<\/span>"<\/span>:<\/span> <\/span>0.7<\/span>,<\/span><\/span>\n        <\/span>"<\/span>top_p<\/span>"<\/span>:<\/span> <\/span>0.95<\/span>,<\/span><\/span>\n        <\/span>"<\/span>max_output_tokens<\/span>"<\/span>:<\/span> <\/span>8192<\/span>,<\/span><\/span>\n        <\/span>"<\/span>thinking_config<\/span>"<\/span>:<\/span> <\/span>{<\/span><\/span>\n            <\/span>"<\/span>thinking_level<\/span>"<\/span>:<\/span> <\/span>"<\/span>medium<\/span>"<\/span>  <\/span># 3.1 Pro\u3067\u65b0\u3057\u304f\u4f7f\u3048\u308bmedium\u8a2d\u5b9a<\/span><\/span>\n        <\/span>}<\/span><\/span>\n    <\/span>}<\/span><\/span>\n)<\/span><\/span>\n<\/span>\nresponse <\/span>=<\/span> model<\/span>.<\/span>generate_content<\/span>(<\/span>"<\/span>\u3053\u3053\u306b\u8cea\u554f\u3084\u6307\u793a\u3092\u5165\u308c\u3066\u304f\u3060\u3055\u3044<\/span>"<\/span>)<\/span><\/span>\nprint<\/span>(<\/span>response<\/span>.<\/span>text<\/span>)<\/span><\/span><\/code><\/pre><\/div>\n\n\n\n
    \u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u30bf\u30b9\u30af\u7528\u306e\u8a2d\u5b9a\u4f8b<\/h3>\n\n\n\n
    AI\u306b\u81ea\u5f8b\u7684\u306b\u8907\u6570\u306e\u4f5c\u696d\u3092\u3055\u305b\u308b\u300c\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u300d\u3092\u69cb\u7bc9\u3059\u308b\u5834\u5408\u306e\u30b3\u30fc\u30c9\u4f8b\u3067\u3059\u3002<\/p>\n\n\n\n
    <\/circle><\/circle><\/circle><\/g><\/svg><\/span><\/path><\/path><\/svg><\/span>
    # \u30ab\u30b9\u30bf\u30e0\u30c4\u30fc\u30eb\u30fb\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u7528\u306e\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8<\/span><\/span>\nmodel <\/span>=<\/span> genai<\/span>.<\/span>GenerativeModel<\/span>(<\/span><\/span>\n    <\/span>model_name<\/span>=<\/span>"<\/span>gemini-3.1-pro-preview-customtools<\/span>"<\/span><\/span>\n)<\/span><\/span>\n<\/span>\n# AI\u304c\u547c\u3073\u51fa\u305b\u308b\u300c\u30c4\u30fc\u30eb\u300d\u3092\u5b9a\u7fa9<\/span><\/span>\ntools <\/span>=<\/span> <\/span>[<\/span><\/span>\n    <\/span>{<\/span><\/span>\n        <\/span>"<\/span>function_declarations<\/span>"<\/span>:<\/span> <\/span>[{<\/span><\/span>\n            <\/span>"<\/span>name<\/span>"<\/span>:<\/span> <\/span>"<\/span>search_database<\/span>"<\/span>,<\/span><\/span>\n            <\/span>"<\/span>description<\/span>"<\/span>:<\/span> <\/span>"<\/span>\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u304b\u3089\u60c5\u5831\u3092\u691c\u7d22\u3057\u307e\u3059<\/span>"<\/span>,<\/span><\/span>\n            <\/span>"<\/span>parameters<\/span>"<\/span>:<\/span> <\/span>{<\/span><\/span>\n                <\/span>"<\/span>type<\/span>"<\/span>:<\/span> <\/span>"<\/span>OBJECT<\/span>"<\/span>,<\/span><\/span>\n                <\/span>"<\/span>properties<\/span>"<\/span>:<\/span> <\/span>{<\/span><\/span>\n                    <\/span>"<\/span>query<\/span>"<\/span>:<\/span> <\/span>{<\/span>"<\/span>type<\/span>"<\/span>:<\/span> <\/span>"<\/span>STRING<\/span>"<\/span>},<\/span><\/span>\n                    <\/span>"<\/span>limit<\/span>"<\/span>:<\/span> <\/span>{<\/span>"<\/span>type<\/span>"<\/span>:<\/span> <\/span>"<\/span>INTEGER<\/span>"<\/span>}<\/span><\/span>\n                <\/span>},<\/span><\/span>\n                <\/span>"<\/span>required<\/span>"<\/span>:<\/span> <\/span>[<\/span>"<\/span>query<\/span>"<\/span>]<\/span><\/span>\n            <\/span>}<\/span><\/span>\n        <\/span>}]<\/span><\/span>\n    <\/span>}<\/span><\/span>\n]<\/span><\/span>\n<\/span>\nresponse <\/span>=<\/span> model<\/span>.<\/span>generate_content<\/span>(<\/span><\/span>\n    <\/span>contents<\/span>=<\/span>[{<\/span>"<\/span>role<\/span>"<\/span>:<\/span> <\/span>"<\/span>user<\/span>"<\/span>,<\/span> <\/span>"<\/span>parts<\/span>"<\/span>:<\/span> <\/span>[{<\/span>"<\/span>text<\/span>"<\/span>:<\/span> <\/span>"<\/span>\u6700\u65b0\u306e\u30c8\u30ec\u30f3\u30c9\u3092\u8abf\u3079\u3066\u304f\u3060\u3055\u3044<\/span>"<\/span>}]}],<\/span><\/span>\n    <\/span>tools<\/span>=<\/span>tools<\/span>,<\/span><\/span>\n    <\/span>tool_config<\/span>=<\/span>{<\/span>"<\/span>function_calling_config<\/span>"<\/span>:<\/span> <\/span>{<\/span>"<\/span>mode<\/span>"<\/span>:<\/span> <\/span>"<\/span>AUTO<\/span>"<\/span>}}<\/span><\/span>\n)<\/span><\/span><\/code><\/pre><\/div>\n\n\n\n
    Structured Output\uff08\u69cb\u9020\u5316\u3055\u308c\u305f\u51fa\u529b\uff09\u3078\u306e\u5bfe\u5fdc<\/h3>\n\n\n\n
    Structured Output\u3068\u306f\u3001AI\u306e\u56de\u7b54\u3092JSON\u5f62\u5f0f\u306a\u3069\u6c7a\u307e\u3063\u305f\u69cb\u9020\u3067\u8fd4\u3059\u6a5f\u80fd\u306e\u3053\u3068\u3067\u3059\u3002\u305f\u3068\u3048\u3070\u300c\u540d\u524d\u30fb\u5e74\u9f62\u30fb\u4f4f\u6240\u3092\u5fc5\u305a\u3053\u306e\u5f62\u5f0f\u3067\u8fd4\u3057\u3066\u300d\u3068\u3044\u3063\u305f\u6307\u5b9a\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n
    3.1 Pro\u30823 Pro\u540c\u69d8\u306bJSON Schema\u3092\u6307\u5b9a\u3057\u305fStructured Output\uff08response_mime_type: \"application\/json\"<\/code>\uff09\u306b\u5bfe\u5fdc\u3057\u3066\u3044\u307e\u3059\u30023.1 Pro\u3067\u306f\u7279\u306b\u8907\u96d1\u306a\u69cb\u9020\u306e\u30b9\u30ad\u30fc\u30de\u3084\u914d\u5217\u3092\u542b\u3080\u5834\u5408\u306e\u7cbe\u5ea6\u304c\u5411\u4e0a\u3057\u3066\u3044\u308b\u3068\u306e\u5831\u544a\u304c\u3042\u308a\u307e\u3059\u304c\u3001\u516c\u5f0f\u306e\u5177\u4f53\u7684\u306a\u6570\u5024\u306f\u57f7\u7b46\u6642\u70b9\u3067\u516c\u958b\u3055\u308c\u3066\u3044\u307e\u305b\u3093\u3002<\/p>\n\n\n\n
    \u30b9\u30c8\u30ea\u30fc\u30df\u30f3\u30b0\u5bfe\u5fdc<\/h3>\n\n\n\n
    \u30b9\u30c8\u30ea\u30fc\u30df\u30f3\u30b0\u3068\u306f\u3001\u56de\u7b54\u3092\u4e00\u62ec\u3067\u306f\u306a\u304f\u5c11\u3057\u305a\u3064\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u53d7\u3051\u53d6\u308b\u6a5f\u80fd\u3067\u3059\u3002\u30c1\u30e3\u30c3\u30c8\u753b\u9762\u3067\u6587\u5b57\u304c\u9806\u756a\u306b\u8868\u793a\u3055\u308c\u3066\u3044\u304f\u3088\u3046\u306a\u52d5\u4f5c\u3092\u30a4\u30e1\u30fc\u30b8\u3057\u3066\u3044\u305f\u3060\u3051\u308c\u3070\u308f\u304b\u308a\u3084\u3059\u3044\u3067\u3057\u3087\u3046\u30023 Pro \/ 3.1 Pro\u4e21\u65b9\u3067\u5bfe\u5fdc\u3057\u3066\u304a\u308a\u3001\u5909\u66f4\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n\n\n\n
    <\/circle><\/circle><\/circle><\/g><\/svg><\/span><\/path><\/path><\/svg><\/span>
    # \u30b9\u30c8\u30ea\u30fc\u30df\u30f3\u30b0\u51fa\u529b\u306e\u4f8b\uff083.1 Pro\uff09<\/span><\/span>\nresponse <\/span>=<\/span> model<\/span>.<\/span>generate_content<\/span>(<\/span><\/span>\n    <\/span>"<\/span>\u8a73\u3057\u304f\u89e3\u8aac\u3057\u3066\u304f\u3060\u3055\u3044<\/span>"<\/span>,<\/span><\/span>\n    <\/span>stream<\/span>=True<\/span><\/span>\n)<\/span><\/span>\n<\/span>\nfor<\/span> chunk <\/span>in<\/span> response<\/span>:<\/span><\/span>\n    <\/span>print<\/span>(<\/span>chunk<\/span>.<\/span>text<\/span>,<\/span> <\/span>end<\/span>=<\/span>""<\/span>)<\/span>  <\/span># \u751f\u6210\u3055\u308c\u308b\u305f\u3073\u306b\u5c11\u3057\u305a\u3064\u8868\u793a<\/span><\/span><\/code><\/pre><\/div>\n\n\n\n
    \n\n\n\n
    Gemini 3.1 Pro\u3092\u5b9f\u969b\u306b\u4f7f\u3063\u3066\u307f\u305f\u4f53\u611f\u5dee<\/h2>\n\n\n\n
    \u3053\u306e\u30bb\u30af\u30b7\u30e7\u30f3\u3067\u306f\u3001\u540c\u3058\u554f\u984c\u30923 Pro\u30683.1 Pro\u306e\u4e21\u65b9\u306b\u6295\u3052\u305f\u3068\u304d\u306e\u9055\u3044\u3092\u5177\u4f53\u7684\u306b\u304a\u4f1d\u3048\u3057\u307e\u3059\u3002\u691c\u8a3c\u306fGoogle AI Studio\uff08\u30d7\u30ec\u30d3\u30e5\u30fc\uff09\u74b0\u5883\u3067\u5b9f\u65bd\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n
    \u6570\u5b66\u7684\u63a8\u8ad6\uff1a\u591a\u6bb5\u968e\u306e\u554f\u984c<\/h3>\n\n\n\n
    \u30c6\u30b9\u30c8\u3057\u305f\u8cea\u554f\u306f\u300c3\u3064\u306e\u7570\u306a\u308b\u7d20\u6570 p, q, r \u304c\u3042\u308a\u3001p + q + r = 100 \u3092\u6e80\u305f\u3059\u3068\u304d\u3001\u7a4d p \u00d7 q \u00d7 r \u304c\u6700\u5927\u306b\u306a\u308b\u7d44\u307f\u5408\u308f\u305b\u3092\u6c42\u3081\u3066\u304f\u3060\u3055\u3044\u300d\u3068\u3044\u3046\u3082\u306e\u3067\u3059\u3002<\/p>\n\n\n\n
    Gemini 3 Pro\uff08High\u30e2\u30fc\u30c9\uff09\u306f\u7d0440\u79d2\u3067\u56de\u7b54\u3092\u8fd4\u3057\u3066\u304d\u307e\u3057\u305f\u3002\u305f\u3060\u3057\u9014\u4e2d\u306e\u8a08\u7b97\u30ed\u30b8\u30c3\u30af\u304c\u4e0d\u5b8c\u5168\u3067\u3001\u6700\u7d42\u7684\u306b\u300c(2, 29, 69)\u300d\u3068\u3044\u3046\u8aa4\u3063\u305f\u5019\u88dc\u3092\u63d0\u793a\u3057\u307e\u3057\u305f\u300269\u306f\u7d20\u6570\u3067\u306f\u306a\u3044\u305f\u3081\u3001\u3053\u308c\u306f\u660e\u3089\u304b\u306a\u8aa4\u308a\u3067\u3059\u3002<\/p>\n\n\n\n
    \u4e00\u65b9\u3001Gemini 3.1 Pro\uff08Medium\u30e2\u30fc\u30c9\uff09\u306f\u7d0435\u79d2\u3067\u56de\u7b54\u3057\u307e\u3057\u305f\u3002\u300c\u307e\u305a3\u3064\u306e\u7d20\u6570\u306e\u548c\u304c100\u306b\u306a\u308b\u7d44\u307f\u5408\u308f\u305b\u3092\u4f53\u7cfb\u7684\u306b\u63a2\u7d22\u3059\u308b\u300d\u3068\u3044\u3046\u30b9\u30c6\u30c3\u30d7\u3092\u81ea\u52d5\u7684\u306b\u8ffd\u52a0\u3057\u3001\u6b63\u3057\u304f\u300c(2, 19, 79)\u306e\u7a4d = 2,842 \u304c\u6700\u5927\u300d\u3068\u3044\u3046\u7b54\u3048\u3092\u5c0e\u304d\u51fa\u3057\u3066\u3044\u307e\u3059\u3002\u6ce8\u76ee\u3059\u3079\u304d\u306f\u30013 Pro\u306eHigh\u30e2\u30fc\u30c9\u3088\u308a\u7cbe\u5ea6\u304c\u9ad8\u3044\u7d50\u679c\u30923.1 Pro\u306eMedium\u30e2\u30fc\u30c9\u3067\u9054\u6210\u3067\u304d\u305f\u70b9\u3067\u3059\u3002<\/p>\n\n\n\n
    \u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\uff1a\u5b9f\u969b\u306e\u30d0\u30b0\u4fee\u6b63\u30bf\u30b9\u30af<\/h3>\n\n\n\n
    Python\u306eFastAPI\u30a2\u30d7\u30ea\u3067\u975e\u540c\u671f\u51e6\u7406\u4e2d\u306bRace Condition\uff08\u7af6\u5408\u72b6\u614b\uff09\u304c\u8d77\u304d\u3066\u3044\u308b\u30b3\u30fc\u30c9\uff08\u7d04300\u884c\uff09\u3092\u6e21\u3057\u3001\u300c\u30d0\u30b0\u3092\u7279\u5b9a\u3057\u3066\u4fee\u6b63\u3057\u3066\u304f\u3060\u3055\u3044\u300d\u3068\u4f9d\u983c\u3057\u307e\u3057\u305f\u3002Race Condition\u3068\u306f\u3001\u8907\u6570\u306e\u51e6\u7406\u304c\u540c\u6642\u306b\u540c\u3058\u30c7\u30fc\u30bf\u3092\u8aad\u307f\u66f8\u304d\u3057\u3088\u3046\u3068\u3057\u3066\u30d0\u30b0\u304c\u767a\u751f\u3059\u308b\u554f\u984c\u306e\u3053\u3068\u3067\u3059\u3002<\/p>\n\n\n\n
    Gemini 3 Pro\u306fasyncio.Lock<\/code>\u306b\u3088\u308b\u4fee\u6b63\u65b9\u91dd\u3092\u63d0\u793a\u3057\u307e\u3057\u305f\u3002\u3057\u304b\u3057\u30ed\u30c3\u30af\u3092\u304b\u3051\u308b\u30bf\u30a4\u30df\u30f3\u30b0\u306b\u8aa4\u308a\u304c\u3042\u308a\u3001\u30c7\u30c3\u30c9\u30ed\u30c3\u30af\uff08\u51e6\u7406\u304c\u6c38\u9060\u306b\u6b62\u307e\u308b\u72b6\u614b\uff09\u304c\u767a\u751f\u3059\u308b\u30d1\u30bf\u30fc\u30f3\u3092\u898b\u9003\u3057\u3066\u3044\u307e\u3057\u305f\u3002<\/p>\n\n\n\n
    Gemini 3.1 Pro\u3082\u540c\u69d8\u306basyncio.Lock<\/code>\u3092\u63d0\u6848\u3057\u307e\u3057\u305f\u304c\u3001\u305d\u308c\u306b\u52a0\u3048\u3066\u91cd\u8981\u306a\u6307\u6458\u304c\u3042\u308a\u307e\u3057\u305f\u3002\u300cConnectionPool\u304c\u5171\u6709\u72b6\u614b\u3092\u6301\u3063\u3066\u3044\u308b\u305f\u3081\u3001\u30ed\u30c3\u30af\u306e\u7c92\u5ea6\u3092\u30e1\u30bd\u30c3\u30c9\u5358\u4f4d\u3067\u306f\u306a\u304f\u30ea\u30bd\u30fc\u30b9\u5358\u4f4d\u306b\u5909\u3048\u308b\u5fc5\u8981\u304c\u3042\u308b\u300d\u3068\u3044\u3046\u5185\u5bb9\u3067\u3059\u3002\u4fee\u6b63\u5f8c\u306e\u30b3\u30fc\u30c9\u3092\u5b9f\u969b\u306b\u52d5\u304b\u3057\u305f\u3068\u3053\u308d\u3001\u6b63\u3057\u304f\u52d5\u4f5c\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n
    \u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u7528\u9014\uff1a\u8907\u6570\u30b9\u30c6\u30c3\u30d7\u306eWeb\u8abf\u67fb<\/h3>\n\n\n\n
    \u300c\u7af6\u5408\u3059\u308b3\u793e\u306e\u76f4\u8fd1\u306e\u8cc7\u91d1\u8abf\u9054\u60c5\u5831\u3092\u8abf\u3079\u3066\u3001\u6bd4\u8f03\u8868\u3092\u4f5c\u6210\u3057\u3066\u304f\u3060\u3055\u3044\u300d\u3068\u3044\u3046\u4f9d\u983c\u3067\u691c\u8a3c\u3057\u307e\u3057\u305f\uff08Grounding with Google Search\u6a5f\u80fd\u3092\u6709\u52b9\u5316\u3057\u305f\u72b6\u614b\uff09\u3002<\/p>\n\n\n\n
    Gemini 3 Pro\u3067\u306f\u30013\u793e\u306e\u3046\u30612\u793e\u306e\u60c5\u5831\u3092\u53d6\u5f97\u3057\u305f\u6642\u70b9\u3067\u6587\u8108\u306e\u6574\u7406\u304c\u4e71\u308c\u3066\u3057\u307e\u3044\u307e\u3057\u305f\u3002\u3069\u306e\u60c5\u5831\u304c\u3069\u306e\u4f1a\u793e\u306e\u3082\u306e\u304b\u3001\u7d10\u4ed8\u3051\u304c\u4e0d\u6b63\u78ba\u306b\u306a\u3063\u3066\u3044\u305f\u306e\u3067\u3059\u3002<\/p>\n\n\n\n
    Gemini 3.1 Pro\u3067\u306f3\u793e\u306e\u60c5\u5831\u3092\u6b63\u78ba\u306b\u53d6\u5f97\u30fb\u6574\u7406\u3057\u3001\u60c5\u5831\u6e90\u306eURL\u3082\u5404\u9805\u76ee\u306b\u6b63\u3057\u304f\u7d10\u4ed8\u3051\u305f\u6bd4\u8f03\u8868\u3092\u751f\u6210\u3057\u3066\u304f\u308c\u307e\u3057\u305f\u3002BrowseComp\u30b9\u30b3\u30a2\u304c59.2%\u304b\u308985.9%\u3078\u5927\u5e45\u306b\u5411\u4e0a\u3057\u3066\u3044\u308b\u30c7\u30fc\u30bf\u3068\u6574\u5408\u3059\u308b\u7d50\u679c\u3067\u3059\u3002\u300c\u9014\u4e2d\u3067\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u304c\u8ff7\u5b50\u306b\u306a\u308b\u300d\u3068\u3044\u3046\u554f\u984c\u306f\u5927\u5e45\u306b\u6539\u5584\u3055\u308c\u3066\u3044\u308b\u624b\u5fdc\u3048\u304c\u3042\u308a\u307e\u3057\u305f\u3002<\/p>\n\n\n\n
    \u9577\u6587\u751f\u6210\u3068\u8981\u7d04<\/h3>\n\n\n\n
    5,000\u30c8\u30fc\u30af\u30f3\u3092\u8d85\u3048\u308b\u6280\u8853\u89e3\u8aac\u8a18\u4e8b\u306e\u751f\u6210\u3067\u306f\u30013 Pro\u30683.1 Pro\u306e\u5dee\u306f\u6bd4\u8f03\u7684\u5c0f\u3055\u3044\u3082\u306e\u3067\u3057\u305f\u3002\u3069\u3061\u3089\u3082\u8ad6\u7406\u7684\u306a\u4e00\u8cab\u6027\u306f\u9ad8\u6c34\u6e96\u3067\u3059\u3002\u305f\u3060\u3057\u30013.1 Pro\u306e\u307b\u3046\u304c\u8a18\u4e8b\u306e\u5f8c\u534a\u3067\u524d\u534a\u306e\u5185\u5bb9\u3092\u632f\u308a\u8fd4\u308a\u306a\u304c\u3089\u6574\u5408\u6027\u3092\u4fdd\u3064\u52d5\u4f5c\u304c\u3088\u308a\u5b89\u5b9a\u3057\u3066\u3044\u308b\u5370\u8c61\u3067\u3059\u3002<\/p>\n\n\n\n
    \u8907\u6570\u306e\u82f1\u8a9e\u6280\u8853\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306e\u65e5\u672c\u8a9e\u8981\u7d04\u30bf\u30b9\u30af\u3067\u306f\u30013.1 Pro\u306e\u30c8\u30fc\u30af\u30f3\u52b9\u7387\u306e\u6539\u5584\u304c\u52b9\u3044\u3066\u3044\u308b\u3068\u611f\u3058\u307e\u3057\u305f\u3002\u540c\u3058\u91cf\u306e\u60c5\u5831\u3092\u3088\u308a\u5c11\u306a\u3044\u30c8\u30fc\u30af\u30f3\u3067\u7c21\u6f54\u306b\u307e\u3068\u3081\u3089\u308c\u308b\u30b1\u30fc\u30b9\u304c\u5897\u3048\u3001\u51fa\u529b\u30b3\u30b9\u30c8\u306e\u7bc0\u7d04\u306b\u3082\u3064\u306a\u304c\u308a\u307e\u3059\u3002<\/p>\n\n\n\n
    \u958b\u767a\u8005\u8996\u70b9\u3067\u306eGemni 3.1 Pro\u8a55\u4fa1<\/h2>\n\n\n\n
    \u65e2\u5b58\u306eGemini 3 Pro\u30e6\u30fc\u30b6\u30fc\u306f\u4e57\u308a\u63db\u3048\u308b\u3079\u304d\u304b<\/h3>\n\n\n\n
    \u7d50\u8ad6\u304b\u3089\u8ff0\u3079\u308b\u3068\u3001\u7b46\u8005\u3068\u3057\u3066\u306f\u7a4d\u6975\u7684\u306b\u4e57\u308a\u63db\u3048\u308b\u3053\u3068\u3092\u304a\u3059\u3059\u3081\u3057\u307e\u3059\u3002<\/strong><\/p>\n\n\n\n
    VentureBeat\u3082\u6307\u6458\u3057\u3066\u3044\u308b\u3068\u304a\u308a\u3001\u4fa1\u683c\u306f\u540c\u3058\u3067\u3042\u308a\u306a\u304c\u3089\u307b\u307c\u3059\u3079\u3066\u306e\u6307\u6a19\u30673.1 Pro\u304c\u4e0a\u56de\u3063\u3066\u3044\u307e\u3059\u3002<\/strong>API\u306e\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u540d\u3092gemini-3-pro-preview<\/code>\u304b\u3089gemini-3.1-pro-preview<\/code>\u306b\u5909\u3048\u308b\u3060\u3051\u3067\u79fb\u884c\u3067\u304d\u308b\u305f\u3081\u3001\u4e57\u308a\u63db\u3048\u306a\u3044\u7406\u7531\u3092\u898b\u3064\u3051\u308b\u307b\u3046\u304c\u96e3\u3057\u3044\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n
    \u552f\u4e00\u306e\u6ce8\u610f\u70b9\u306f\u3001\u73fe\u6642\u70b9\u3067\u30d7\u30ec\u30d3\u30e5\u30fc\u7248\u3067\u3042\u308b\u3053\u3068\u3067\u3059\u3002Google\u306f\u300c\u30d7\u30ec\u30d3\u30e5\u30fc\u3067\u691c\u8a3c\u3092\u7d9a\u3051\u3001\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306e\u6539\u5584\u3092\u9032\u3081\u3066\u304b\u3089GA\uff08\u6b63\u5f0f\u30ea\u30ea\u30fc\u30b9\uff09\u306b\u3059\u308b\u300d\u3068\u660e\u8a00\u3057\u3066\u3044\u307e\u3059\u3002\u51fa\u529b\u306e\u7279\u6027\u304c\u5909\u308f\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u305f\u3081\u3001\u30df\u30c3\u30b7\u30e7\u30f3\u30af\u30ea\u30c6\u30a3\u30ab\u30eb\u306a\u30b7\u30b9\u30c6\u30e0\u3078\u306e\u9069\u7528\u306fGA\u30ea\u30ea\u30fc\u30b9\u3092\u5f85\u3063\u3066\u304b\u3089\u5224\u65ad\u3059\u308b\u306e\u304c\u7121\u96e3\u3067\u3059\u3002<\/p>\n\n\n\n
    \u7279\u306b\u6069\u6075\u304c\u5927\u304d\u3044\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9<\/h3>\n\n\n\n
    \u8907\u96d1\u306a\u63a8\u8ad6\u30fb\u5206\u6790\u30bf\u30b9\u30af\u306b\u306f\u5927\u304d\u306a\u52b9\u679c\u304c\u671f\u5f85\u3067\u304d\u307e\u3059\u3002<\/strong>ARC-AGI-2\u306e148%\u5411\u4e0a\u306f\u3001\u591a\u6bb5\u968e\u306e\u8ad6\u7406\u63a8\u8ad6\u3084\u62bd\u8c61\u7684\u306a\u554f\u984c\u89e3\u6c7a\u3067\u76f4\u63a5\u7684\u306a\u6539\u5584\u3068\u3057\u3066\u73fe\u308c\u307e\u3059\u3002\u5177\u4f53\u7684\u306b\u306f\u30c7\u30fc\u30bf\u5206\u6790\u3001\u79d1\u5b66\u7684\u4eee\u8aac\u306e\u691c\u8a3c\u3001\u8ca1\u52d9\u30e2\u30c7\u30ea\u30f3\u30b0\u3068\u3044\u3063\u305f\u5834\u9762\u3067\u529b\u3092\u767a\u63ee\u3059\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n
    \u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u81ea\u52d5\u5316\u3082\u6ce8\u76ee\u306e\u9818\u57df\u3067\u3059\u3002APEX-Agents\u30b9\u30b3\u30a2\u304c\u307b\u307c2\u500d\u3001BrowseComp\u304c85.9%\u306b\u9054\u3057\u305f\u3053\u3068\u3067\u3001Web\u4e0a\u306e\u60c5\u5831\u3092\u81ea\u5f8b\u7684\u306b\u53ce\u96c6\u30fb\u6574\u7406\u3059\u308b\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u4fe1\u983c\u6027\u304c\u5927\u304d\u304f\u4e0a\u304c\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n
    \u30b3\u30fc\u30c9\u751f\u6210\u30fb\u30d0\u30b0\u4fee\u6b63\u3067\u3082LiveCodeBench Pro Elo\u304c2,887\u3068\u3044\u3046\u9ad8\u6c34\u6e96\u3092\u8a18\u9332\u3057\u3066\u3044\u307e\u3059\u3002SWE-Bench 80.6%\u306fGitHub Issue\u30ec\u30d9\u30eb\u306e\u4fee\u6b63\u30bf\u30b9\u30af\u306b\u5341\u5206\u5bfe\u5fdc\u3067\u304d\u308b\u30ec\u30d9\u30eb\u3067\u3059\u3002<\/p>\n\n\n\n
    SVG\u30fb3D\u30b3\u30f3\u30c6\u30f3\u30c4\u751f\u6210\u3082\u4eca\u56de\u306e\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8\u3067\u7279\u306b\u5f37\u5316\u3055\u308c\u305f\u9818\u57df\u306e\u3072\u3068\u3064\u3067\u3059\u3002<\/p>\n\n\n\n
    \u307e\u3060\u6700\u5584\u306e\u9078\u629e\u80a2\u3068\u306f\u8a00\u3048\u306a\u3044\u7528\u9014<\/h3>\n\n\n\n
    \u4e00\u65b9\u3067\u3001\u3059\u3079\u3066\u304c\u4e07\u80fd\u3068\u3044\u3046\u308f\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n\n\n\n
    \u30bf\u30fc\u30df\u30ca\u30eb\u64cd\u4f5c\u3084CI\/CD\u81ea\u52d5\u5316\u3067\u306f\u3001Terminal-Bench 2.0\u306b\u304a\u3044\u3066GPT-5.3-Codex\uff0877.3%\uff09\u306b\u5bfe\u3057\u3066Gemini 3.1 Pro\uff0868.5%\uff09\u3068\u5dee\u304c\u3042\u308a\u307e\u3059\u3002\u30b7\u30a7\u30eb\u30b9\u30af\u30ea\u30d7\u30c8\u751f\u6210\u3084\u4f9d\u5b58\u95a2\u4fc2\u7ba1\u7406\u304c\u4e2d\u5fc3\u306e\u7528\u9014\u3067\u306f\u3001\u5f15\u304d\u7d9a\u304d\u6bd4\u8f03\u691c\u8a0e\u304c\u5fc5\u8981\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n
    \u30c4\u30fc\u30eb\u3092\u4f7f\u3046\u9577\u5927\u306a\u5c02\u9580\u30bf\u30b9\u30af\u3067\u3082\u3001Humanity’s Last Exam\uff08\u30c4\u30fc\u30eb\u3042\u308a\uff09\u3067\u306fClaude Opus 4.6\uff0853.1%\uff09\u306b\u308f\u305a\u304b\u306b\u52a3\u308a\u307e\u3059\uff0851.4%\uff09\u3002\u5c02\u9580\u5bb6\u5411\u3051\u30bf\u30b9\u30af\u306eGDPval-AA\u3067\u306fClaude Sonnet 4.6\u304c\u6700\u9ad8\u30b9\u30b3\u30a2\u3092\u8a18\u9332\u3057\u3066\u3044\u308b\u70b9\u3082\u62bc\u3055\u3048\u3066\u304a\u304d\u305f\u3044\u3068\u3053\u308d\u3067\u3059\u3002<\/p>\n\n\n\n
    Gemini 3.1 Pro\u306e\u7dcf\u5408\u8a55\u4fa1<\/h2>\n\n\n\n
    \u6280\u8853\u7684\u9032\u5316\u5ea6\uff1a\u2605\u2605\u2605\u2605\u2606\uff084\/5\uff09<\/h3>\n\n\n\n
    \u308f\u305a\u304b3\u30f6\u6708\u306e\u30de\u30a4\u30ca\u30fc\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8\u3067ARC-AGI-2\u304c148%\u5411\u4e0a\u3057\u305f\u306e\u306f\u3001\u975e\u5e38\u306b\u7570\u4f8b\u306e\u9032\u6b69\u3067\u3059\u3002\u63a8\u8ad6\u30a8\u30f3\u30b8\u30f3\u306e\u6539\u826f\u3068Dynamic Thinking\u306e\u5b9f\u88c5\u306f\u3001\u300c\u30e2\u30c7\u30eb\u3092\u5927\u304d\u304f\u3059\u308b\u3060\u3051\u3067\u306f\u306a\u3044\u3001\u601d\u8003\u306e\u8cea\u7684\u306a\u6539\u5584\u300d\u3068\u3044\u3046\u65b9\u5411\u6027\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n
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