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Vertex AI","publish_date":"","last_updated":"2026-10-08","tech_verified_date":"2026-10-08","trigger":"**\u8d77\u70b9\u306f\u3001\u30d5\u30ed\u30f3\u30c8\u4fc2\u304c\u30d5\u30ed\u30f3\u30c8\u306e\u7aef\u672b\u306e\u30c1\u30e3\u30c3\u30c8\u753b\u9762\u3067\u8cea\u554f\u3092\u9001\u3063\u305f\u3053\u3068\u3067\u3059\u3002** \u753b\u9762\u306f\u30d5\u30ed\u30f3\u30c8\u8ab2\u3068\u30b3\u30f3\u30b7\u30a7\u30eb\u30b8\u30e5\u3060\u3051\u304c\u4f7f\u3044\u3001**\u5bbf\u6cca\u5ba2\u306e\u5074\u306e\u753b\u9762\u306f\u3042\u308a\u307e\u305b\u3093\u3002** 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\u65e5\u672c\u8a9e\u306e\u6848\u5185\u6587\u3092\u78ba\u304b\u3081\u305f\u3042\u3068\u3001\u300c\u82f1\u8a9e\u3067\u4f5c\u308b\u300d\u3092\u62bc\u3059\u3068\u3001\u540c\u3058\u30bb\u30c3\u30b7\u30e7\u30f3\u3067\u8a00\u8a9e\u3092\u6307\u5b9a\u3057\u3066\u4f5c\u308a\u76f4\u3057\u307e\u3059\u3002**\u65e5\u672c\u8a9e\u306e\u6848\u5185\u6587\u3092\u78ba\u304b\u3081\u308b\u524d\u306b\u3001\u5916\u56fd\u8a9e\u306e\u6848\u5185\u6587\u306f\u4f5c\u3089\u305b\u307e\u305b\u3093\u3002** \u30d5\u30ed\u30f3\u30c8\u4fc2\u304c\u8aad\u3081\u306a\u3044\u8a00\u8a9e\u306e\u6587\u3060\u3051\u304c\u5148\u306b\u51fa\u308b\u3068\u3001\u78ba\u304b\u3081\u308b\u624b\u6bb5\u304c\u306a\u304f\u306a\u308b\u304b\u3089\u3067\u3059\u3002\n\n1\u4eba\u306e\u5bbf\u6cca\u5ba2\u3068\u306e\u7d9a\u3051\u3066\u306e\u3084\u308a\u53d6\u308a\u306f\u3001\u540c\u3058\u30bb\u30c3\u30b7\u30e7\u30f3\u3067\u805e\u304d\u8db3\u3057\u307e\u3059\u3002\u300c\u305d\u306e\u30d0\u30b9\u505c\u306f\u3069\u3053\u306b\u3042\u308b\u300d\u3068\u805e\u304d\u8db3\u305b\u307e\u3059\u3002**\u5225\u306e\u5bbf\u6cca\u5ba2\u306e\u8cea\u554f\u306f\u3001\u65b0\u3057\u3044\u30bb\u30c3\u30b7\u30e7\u30f3\u3067\u59cb\u3081\u307e\u3059\u3002**","input_data":"| \u30c7\u30fc\u30bf | \u4e2d\u8eab | \u53d6\u5f97\u5143 |\n|:--|:--|:--|\n| \u8cea\u554f | \u5bbf\u6cca\u5ba2\u306e\u8cea\u554f\u3092\u65e5\u672c\u8a9e\u306b\u307e\u3068\u3081\u305f\u3082\u306e\u3001\u6642\u9593\u3068\u6761\u4ef6 | \u753b\u9762 |\n| \u9928\u5185\u6848\u5185 | 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\u63d0\u643a\u5e97\u3068\u8fd1\u96a3\u306e\u5e97\u306e\u55b6\u696d\u6642\u9593\u3001\u4e88\u7d04\u306e\u8981\u5426\u3001\u30e9\u30b9\u30c8\u30aa\u30fc\u30c0\u30fc | \u5bbf\u6cca\u90e8\u304c\u4f5c\u308b |\n| \u60c5\u5831\u306e\u76f4\u3057 | \u30d5\u30ed\u30f3\u30c8\u4fc2\u304c\u767b\u9332\u3057\u305f\u3001\u8cc7\u6599\u3068\u9055\u3063\u3066\u3044\u305f\u60c5\u5831 | \u753b\u9762 |\n\n**\u8cea\u3092\u6c7a\u3081\u308b\u306e\u306f\u3001\u5468\u8fba\u30ac\u30a4\u30c9\u30921\u4ef61\u4ef6\u306b\u5206\u3051\u308b\u3053\u3068\u3067\u3059\u3002** \u5468\u8fba\u30ac\u30a4\u30c9\u304c1\u3064\u306e\u5927\u304d\u306a\u30d5\u30a1\u30a4\u30eb\u3060\u3068\u3001\u78ba\u8a8d\u65e5\u30821\u3064\u306b\u306a\u308a\u3001**\u5e97\u3054\u3068\u306b\u9055\u3046\u78ba\u304b\u3081\u305f\u65e5\u3092\u6301\u3066\u307e\u305b\u3093\u3002** \u5e97\u30fb\u65bd\u8a2d\u30fb\u8def\u7dda\u3054\u3068\u306b1\u30d5\u30a1\u30a4\u30eb\u306b\u3057\u3001\u305d\u308c\u305e\u308c\u306b\u78ba\u8a8d\u65e5\u3092\u4ed8\u3051\u307e\u3059\u3002\n\n**\u6642\u523b\u8868\u306f\u3001\u4e8b\u696d\u8005\u306e\u6642\u523b\u8868\u3092\u305d\u306e\u307e\u307e\u5165\u308c\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u30db\u30c6\u30eb\u306b\u95a2\u308f\u308b\u4fbf\u3060\u3051\u3092\u5199\u3057\u307e\u3059\u3002** \u5199\u3059\u3068\u304d\u306b\u3001**\u5e73\u65e5\u30fb\u571f\u65e5\u795d\u30fb\u5b63\u7bc0\u306e\u533a\u5225\u3068\u3001\u30c0\u30a4\u30e4\u306e\u6709\u52b9\u671f\u9593**\u3092\u5fc5\u305a\u66f8\u304d\u307e\u3059\u3002","data_source":"**\u8cc7\u6599\u306f Cloud Storage \u306b\u7f6e\u304d\u3001\u30e1\u30bf\u30c7\u30fc\u30bf\u30d5\u30a1\u30a4\u30eb\u3068\u3042\u308f\u305b\u3066\u30c7\u30fc\u30bf\u30b9\u30c8\u30a2\u3078\u53d6\u308a\u8fbc\u307f\u307e\u3059\u3002** \u30e1\u30bf\u30c7\u30fc\u30bf\u306f JSON Lines \u3067\u30011\u884c\u3054\u3068\u306b `id`\u3001`content` \u306e `uri` \u3068 `mimeType`\u3001\u305d\u3057\u3066 `structData` \u306b\u8cc7\u6599\u306e\u5370\u3092\u66f8\u304d\u307e\u3059\u3002\u53d6\u308a\u8fbc\u307f\u306f\u6bce\u671d1\u56de\u306e\u5b9a\u6642\u3068\u3001\u76f4\u3057\u3092\u53cd\u6620\u3057\u305f\u3068\u304d\u306b\u884c\u3044\u307e\u3059\u3002\n\n| \u53d6\u308b\u3082\u306e | \u3069\u3053\u304b\u3089 | \u4f55\u306b\u4f7f\u3046\u304b |\n|:--|:--|:--|\n| \u8cc7\u6599\u306e\u7a2e\u985e | \u30e1\u30bf\u30c7\u30fc\u30bf `doc_type`\uff08`facility`\uff0f`area_spot`\uff0f`timetable`\uff0f`restaurant`\uff09 | \u6839\u62e0\u306e\u7a2e\u985e\u3092\u753b\u9762\u306b\u793a\u3059 |\n| \u78ba\u8a8d\u65e5 | \u30e1\u30bf\u30c7\u30fc\u30bf `checked_at` | \u7b54\u3048\u306b\u6dfb\u3048\u3001\u53e4\u3044\u3082\u306e\u306b\u5370\u3092\u4ed8\u3051\u3001\u65b0\u3057\u3044\u3082\u306e\u3092\u4e0a\u306b\u51fa\u3059 |\n| \u6709\u52b9\u671f\u9593 | \u30e1\u30bf\u30c7\u30fc\u30bf `valid_from`\u30fb`valid_to` | \u30c0\u30a4\u30e4\u3084\u5b63\u7bc0\u306e\u55b6\u696d\u6642\u9593\u3092\u3001\u4eca\u65e5\u52b9\u3044\u3066\u3044\u308b\u3082\u306e\u306b\u7d5e\u308b |\n| \u66dc\u65e5\u306e\u533a\u5206 | \u30e1\u30bf\u30c7\u30fc\u30bf `day_type`\uff08`weekday`\uff0f`holiday`\uff0f`all`\uff09 | \u5e73\u65e5\u3068\u571f\u65e5\u795d\u306e\u6642\u523b\u3092\u5206\u3051\u308b |\n\n**\u7d5e\u308a\u8fbc\u307f\u306e\u5f0f\u306f\u3001\u6709\u52b9\u671f\u9593\u3067\u66f8\u304d\u307e\u3059\u3002** \u9805\u76ee\u3092\u7d22\u5f15\u53ef\u80fd\u306b\u3057\u3066\u304a\u3051\u3070\u3001`valid_from <= \"2026-10-08\" AND valid_to >= \"2026-10-08\"` \u306e\u3088\u3046\u306b\u3001**\u4eca\u65e5\u52b9\u3044\u3066\u3044\u308b\u8cc7\u6599**\u3060\u3051\u3092\u5f15\u3051\u307e\u3059\u3002\u65e5\u4ed8\u306f ISO 8601 \u306e\u6587\u5b57\u5217\u3067\u6bd4\u3079\u3089\u308c\u307e\u3059\u3002\u51ac\u5b63\u30c0\u30a4\u30e4\u3068\u590f\u5b63\u30c0\u30a4\u30e4\u306e\u4e21\u65b9\u306e\u6642\u523b\u8868\u3092\u5165\u308c\u3066\u304a\u3044\u3066\u3082\u3001**\u4eca\u65e5\u306e\u5206\u3060\u3051\u304c\u6839\u62e0\u306b\u306a\u308a\u307e\u3059\u3002**\n\n**\u65b0\u3057\u3044\u8cc7\u6599\u3092\u4e0a\u306b\u51fa\u3059\u91cd\u307f\u4ed8\u3051\u306f\u3001`checked_at` \u3067\u66f8\u304d\u307e\u3059\u3002** \u9bae\u5ea6\u306e\u91cd\u307f\u4ed8\u3051\u3067\u3001\u78ba\u304b\u3081\u3066\u304b\u308930\u65e5\u4ee5\u5185\u306e\u8cc7\u6599\u306b\u6b63\u306e\u91cd\u307f\u3001180\u65e5\u3092\u904e\u304e\u305f\u8cc7\u6599\u306b\u8ca0\u306e\u91cd\u307f\u3092\u4ed8\u3051\u308b\u3068\u3044\u3063\u305f\u5f62\u306b\u3057\u307e\u3059\u3002**\u305f\u3060\u3057\u3001\u91cd\u307f\u4ed8\u3051\u306f\u4e26\u3079\u65b9\u3092\u5909\u3048\u308b\u3060\u3051\u3067\u3001\u53e4\u3044\u8cc7\u6599\u3092\u9664\u304f\u3082\u306e\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002** \u53e4\u3044\u8cc7\u6599\u3092\u9664\u304f\u304b\u3069\u3046\u304b\u306f\u3001\u78ba\u8a8d\u65e5\u306e\u5370\u3067\u4eba\u304c\u5224\u65ad\u3057\u307e\u3059\u3002","preprocessing":"1. **\u5468\u8fba\u30ac\u30a4\u30c9\u30921\u4ef61\u30d5\u30a1\u30a4\u30eb\u306b\u3059\u308b** \u2026 \u5e97\u30fb\u65bd\u8a2d\u30fb\u8def\u7dda\u3054\u3068\u306b Markdown \u306e\u30d5\u30a1\u30a4\u30eb\u306b\u3057\u3001\u540d\u524d\u30fb\u5834\u6240\u30fb\u55b6\u696d\u6642\u9593\u30fb\u4f11\u696d\u65e5\u30fb\u30db\u30c6\u30eb\u304b\u3089\u306e\u884c\u304d\u65b9\u3092\u540c\u3058\u898b\u51fa\u3057\u3067\u66f8\u304d\u307e\u3059\n2. **\u78ba\u8a8d\u65e5\u3092\u4ed8\u3051\u308b** \u2026 \u305d\u308c\u305e\u308c\u306e\u30d5\u30a1\u30a4\u30eb\u306b\u3001\u6700\u5f8c\u306b\u78ba\u304b\u3081\u305f\u65e5\u3068\u3001\u78ba\u304b\u3081\u305f\u65b9\u6cd5\uff08\u5e97\u306b\u96fb\u8a71\u3001\u5e97\u306e\u30b5\u30a4\u30c8\u3001\u4e8b\u696d\u8005\u306e\u6642\u523b\u8868\uff09\u3092\u66f8\u304d\u307e\u3059\n3. **\u6642\u523b\u8868\u3092\u5199\u3059** \u2026 \u30db\u30c6\u30eb\u306b\u95a2\u308f\u308b\u4fbf\u3060\u3051\u3092\u3001\u5e73\u65e5\u30fb\u571f\u65e5\u795d\u3068\u6709\u52b9\u671f\u9593\u3092\u5206\u3051\u3066\u5199\u3057\u307e\u3059\n4. **\u9928\u5185\u6848\u5185\u3092\u4eca\u306e\u904b\u7528\u306b\u5408\u308f\u305b\u308b** \u2026 \u5927\u6d74\u5834\u306e\u6e05\u6383\u306e\u6642\u9593\u3001\u671d\u98df\u306e\u5834\u6240\u306e\u5909\u66f4\u306a\u3069\u3001**\u63b2\u793a\u7269\u306b\u3060\u3051\u66f8\u304b\u308c\u3066\u3044\u308b\u60c5\u5831**\u3092\u9928\u5185\u6848\u5185\u306b\u8db3\u3057\u307e\u3059\n5. **\u30d9\u30c6\u30e9\u30f3\u306e\u8a18\u61b6\u3092\u66f8\u304d\u51fa\u3059** \u2026 \u300c\u6708\u66dc\u304c\u4f11\u307f\u300d\u300c\u51ac\u306f\u6e1b\u4fbf\u300d\u306e\u3088\u3046\u306a\u3001\u5468\u8fba\u30ac\u30a4\u30c9\u306b\u7121\u3044\u60c5\u5831\u3092\u3001\u30d9\u30c6\u30e9\u30f3\u306b\u805e\u3044\u30661\u4ef6\u305a\u3064\u306e\u30d5\u30a1\u30a4\u30eb\u306b\u8db3\u3057\u307e\u3059\n6. **\u5e97\u306e\u8a55\u5224\u3084\u611f\u60f3\u3092\u5165\u308c\u306a\u3044** \u2026 \u300c\u304a\u3044\u3057\u3044\u300d\u300c\u304a\u3059\u3059\u3081\u300d\u306e\u3088\u3046\u306a\u8a55\u4fa1\u306f\u66f8\u304b\u305a\u3001\u4e8b\u5b9f\u3060\u3051\u3092\u66f8\u304d\u307e\u3059\n\n**5\u756a\u76ee\u304c\u3001\u3053\u306e\u69cb\u6210\u3067\u3044\u3061\u3070\u3093\u52b9\u304f\u4f5c\u696d\u3067\u3059\u3002** \u30d9\u30c6\u30e9\u30f3\u306e\u8a18\u61b6\u3092\u66f8\u304d\u51fa\u3059\u3060\u3051\u3067\u3001**\u591c\u9593\u306b\u30d9\u30c6\u30e9\u30f3\u304c\u3044\u306a\u304f\u3066\u3082\u7b54\u3048\u3089\u308c\u308b\u8cea\u554f**\u304c\u5897\u3048\u307e\u3059\u3002\u534a\u65e5\u307b\u3069\u6642\u9593\u3092\u3068\u3063\u3066\u3001\u3088\u304f\u805e\u304b\u308c\u308b\u8cea\u554f\u306e\u4e00\u89a7\u3092\u898b\u306a\u304c\u3089\u805e\u304d\u53d6\u308a\u307e\u3059\u3002\n\n**6\u756a\u76ee\u306f\u3001\u5bbf\u6cca\u5ba2\u3078\u306e\u6848\u5185\u306e\u516c\u5e73\u3055\u306e\u305f\u3081\u3067\u3059\u3002** \u8a55\u4fa1\u304c\u8cc7\u6599\u306b\u5165\u3063\u3066\u3044\u308b\u3068\u3001\u30e2\u30c7\u30eb\u306f\u305d\u308c\u3092\u7b54\u3048\u306b\u4f7f\u3044\u3001**\u30db\u30c6\u30eb\u304c\u7279\u5b9a\u306e\u5e97\u3092\u52e7\u3081\u3066\u3044\u308b\u3088\u3046\u306b**\u898b\u3048\u307e\u3059\u3002\u63d0\u643a\u5e97\u304b\u3069\u3046\u304b\u306f\u4e8b\u5b9f\u3068\u3057\u3066\u66f8\u304d\u3001\u52e7\u3081\u308b\u304b\u3069\u3046\u304b\u306f\u30d5\u30ed\u30f3\u30c8\u4fc2\u304c\u5224\u65ad\u3057\u307e\u3059\u3002","ai_processing":"**\u3055\u305b\u308b\u306e\u306f\u3001\u8cea\u554f\u306b\u5f53\u305f\u308b\u8cc7\u6599\u306e\u7b87\u6240\u3092\u63a2\u3057\u3001\u30d5\u30ed\u30f3\u30c8\u4fc2\u304c\u305d\u306e\u307e\u307e\u5bbf\u6cca\u5ba2\u306b\u4f1d\u3048\u3089\u308c\u308b\u77ed\u3044\u6848\u5185\u6587\u306e\u4e0b\u66f8\u304d\u306b\u3059\u308b\u3053\u3068\u3067\u3059\u3002** \u8cc7\u6599\u306b\u7121\u3044\u60c5\u5831\u3092\u88dc\u3046\u3053\u3068\u3001\u4eca\u55b6\u696d\u3057\u3066\u3044\u308b\u304b\u3092\u8a00\u3044\u5207\u308b\u3053\u3068\u3001\u6240\u8981\u6642\u9593\u3092\u63a8\u6e2c\u3059\u308b\u3053\u3068\u306f\u3055\u305b\u307e\u305b\u3093\u3002\n\n| \u8cea\u554f\u306e\u578b | \u6848\u5185\u6587\u306b\u542b\u3081\u308b\u3082\u306e | \u6839\u62e0\u306b\u3059\u308b\u8cc7\u6599 |\n|:--|:--|:--|\n| \u9928\u5185\u306e\u5834\u6240\u3068\u6642\u9593 | \u5834\u6240\u3001\u5229\u7528\u3067\u304d\u308b\u6642\u9593\u3001\u6ce8\u610f | \u9928\u5185\u6848\u5185 |\n| \u4ea4\u901a | \u4e57\u308a\u5834\u3001\u6642\u523b\u3001\u884c\u304d\u5148\u3001\u5e73\u65e5\u30fb\u571f\u65e5\u795d\u306e\u5225 | \u6642\u523b\u8868 |\n| \u98f2\u98df\u5e97 | \u5e97\u540d\u3001\u55b6\u696d\u6642\u9593\u3001\u4f11\u696d\u65e5\u3001\u4e88\u7d04\u306e\u8981\u5426\u3001\u884c\u304d\u65b9 | \u98f2\u98df\u5e97\u306e\u4e00\u89a7\u3001\u5468\u8fba\u30ac\u30a4\u30c9 |\n| \u89b3\u5149\u65bd\u8a2d | \u958b\u9928\u6642\u9593\u3001\u4f11\u9928\u65e5\u3001\u884c\u304d\u65b9 | \u5468\u8fba\u30ac\u30a4\u30c9 |\n\n**answer \u30e1\u30bd\u30c3\u30c9\u306e\u8a2d\u5b9a\u306f\u6b21\u306e\u3088\u3046\u306b\u3057\u307e\u3059\u3002**\n\n| \u8a2d\u5b9a | \u5024 | \u7406\u7531 |\n|:--|:--|:--|\n| `session` | \u5bbf\u6cca\u5ba2\u3054\u3068\u306e\u30bb\u30c3\u30b7\u30e7\u30f3 | \u805e\u304d\u8db3\u3057\u3092\u7d9a\u3051\u308b |\n| `includeCitations` | \u6709\u52b9\uff08\u65e2\u5b9a\u306f\u7121\u52b9\uff09 | \u6839\u62e0\u306e\u8cc7\u6599\u3068\u78ba\u8a8d\u65e5\u3092\u7d50\u3073\u4ed8\u3051\u308b |\n| `ignoreLowRelevantContent` | \u6709\u52b9 | \u8cc7\u6599\u306b\u7121\u3044\u3053\u3068\u3092\u7b54\u3048\u306a\u3044 |\n| `groundingSpec` \u306e `filteringLevel` | `FILTERING_LEVEL_HIGH` | \u6839\u62e0\u306e\u5f31\u3044\u7b54\u3048\u3092\u51fa\u3055\u306a\u3044 |\n| `searchSpec` \u306e `filter` | \u6709\u52b9\u671f\u9593 | \u5b63\u7bc0\u5916\u308c\u306e\u30c0\u30a4\u30e4\u3084\u55b6\u696d\u6642\u9593\u3092\u6df7\u305c\u306a\u3044 |\n| `searchSpec` \u306e `boostSpec` | `checked_at` \u306e\u9bae\u5ea6\u306e\u91cd\u307f\u4ed8\u3051 | \u78ba\u304b\u3081\u305f\u65e5\u306e\u65b0\u3057\u3044\u8cc7\u6599\u3092\u4e0a\u306b\u51fa\u3059 |\n| `answerLanguageCode` | \u5916\u56fd\u8a9e\u306e\u6848\u5185\u6587\u306e\u3068\u304d\u3060\u3051\u6307\u5b9a | \u5bbf\u6cca\u5ba2\u306e\u8a00\u8a9e\u3067\u4f5c\u308a\u76f4\u3059 |\n| `relatedQuestionsSpec` | \u6709\u52b9 | \u6b21\u306b\u805e\u304b\u308c\u305d\u3046\u306a\u8cea\u554f\u3092\u30d5\u30ed\u30f3\u30c8\u4fc2\u306b\u793a\u3059 |\n| `preamble` | \u4e0b\u306e\u6307\u793a | \u7b54\u3048\u65b9\u306e\u898f\u5247\u3092\u4e0e\u3048\u308b |\n\n| \u3055\u305b\u306a\u3044\u3053\u3068 | \u7406\u7531 |\n|:--|:--|\n| \u300c\u4eca\u55b6\u696d\u4e2d\u3067\u3059\u300d\u3068\u8a00\u3044\u5207\u308b | \u8cc7\u6599\u306f\u78ba\u8a8d\u65e5\u306e\u6642\u70b9\u306e\u60c5\u5831\u3067\u3001\u4eca\u65e5\u306e\u81e8\u6642\u4f11\u696d\u306f\u5206\u304b\u3089\u306a\u3044 |\n| \u6240\u8981\u6642\u9593\u3092\u63a8\u6e2c\u3059\u308b | \u9053\u8def\u306e\u6df7\u307f\u5177\u5408\u3084\u4e57\u308a\u63db\u3048\u3067\u5909\u308f\u308b\u3002\u8cc7\u6599\u306e\u8a18\u8f09\u3060\u3051\u3092\u4f7f\u3046 |\n| \u8cc7\u6599\u306b\u7121\u3044\u5e97\u3084\u65bd\u8a2d\u3092\u6319\u3052\u308b | \u4e00\u822c\u306e\u77e5\u8b58\u306e\u5e97\u306f\u3001\u9589\u5e97\u3057\u3066\u3044\u308b\u3053\u3068\u304c\u3042\u308b |\n| \u5e97\u3092\u8a55\u4fa1\u3059\u308b\u30fb\u52e7\u3081\u308b | \u30db\u30c6\u30eb\u3068\u3057\u3066\u306e\u516c\u5e73\u3055\u3092\u640d\u306a\u3046 |\n| \u5bbf\u6cca\u306e\u6599\u91d1\u3084\u898f\u5b9a\u3092\u7b54\u3048\u308b | \u7d04\u6b3e\u3068\u4e88\u7d04\u306e\u4ed5\u7d44\u307f\u306e\u8a71\u3067\u3001\u3053\u306e\u69cb\u6210\u306e\u5916 |\n\n**1\u884c\u76ee\u304c\u3044\u3061\u3070\u3093\u8d77\u304d\u3084\u3059\u3044\u5931\u6557\u3067\u3059\u3002** \u300c\u55b6\u696d\u6642\u9593\u306f8\u6642\u304b\u3089\u300d\u3068\u8cc7\u6599\u306b\u3042\u308c\u3070\u3001\u30e2\u30c7\u30eb\u306f\u300c\u4eca\u306f\u55b6\u696d\u4e2d\u3067\u3059\u300d\u3068\u66f8\u304d\u305f\u304c\u308a\u307e\u3059\u3002**\u8cc7\u6599\u304c3\u304b\u6708\u524d\u306e\u78ba\u8a8d\u306a\u3089\u3001\u305d\u308c\u306f\u8a00\u3044\u5207\u308c\u307e\u305b\u3093\u3002** \u7b54\u3048\u306f\u300c\u8cc7\u6599\u3067\u306f8\u6642\u304b\u3089\uff08\u78ba\u8a8d\u65e5\uff1a7\u670812\u65e5\uff09\u300d\u306e\u5f62\u306b\u3055\u305b\u307e\u3059\u3002","prompt_example":"answer \u30e1\u30bd\u30c3\u30c9\u306e `preamble` \u306b\u3001\u6b21\u306e\u6307\u793a\u3092\u5165\u308c\u307e\u3059\u3002\n\n```\n\u3042\u306a\u305f\u306f\u30db\u30c6\u30eb\u306e\u30d5\u30ed\u30f3\u30c8\u4fc2\u304c\u3001\u5bbf\u6cca\u5ba2\u306e\u8cea\u554f\u306b\u7b54\u3048\u308b\u6848\u5185\u3092\u6e96\u5099\u3059\u308b\u306e\u3092\n\u624b\u4f1d\u3046\u7acb\u5834\u3067\u3059\u3002\u691c\u7d22\u7d50\u679c\u306b\u51fa\u305f\u3001\u30db\u30c6\u30eb\u306e\u9928\u5185\u6848\u5185\u30fb\u5468\u8fba\u30ac\u30a4\u30c9\u30fb\u6642\u523b\u8868\u30fb\n\u98f2\u98df\u5e97\u306e\u4e00\u89a7\u3060\u3051\u3092\u6839\u62e0\u306b\u7b54\u3048\u307e\u3059\u3002\u8aad\u3080\u306e\u306f\u30d5\u30ed\u30f3\u30c8\u4fc2\u3067\u3059\u3002\n\n\u3010\u7b54\u3048\u65b9\u3011\n1. \u30d5\u30ed\u30f3\u30c8\u4fc2\u304c\u305d\u306e\u307e\u307e\u5bbf\u6cca\u5ba2\u306b\u4f1d\u3048\u3089\u308c\u308b\u3001\u77ed\u3044\u6848\u5185\u6587\u3092\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n   3\u301c5\u6587\u307e\u3067\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n2. \u6642\u523b\u30fb\u55b6\u696d\u6642\u9593\u30fb\u4e57\u308a\u5834\u30fb\u756a\u7dda\u30fb\u91d1\u984d\u306f\u3001\u8cc7\u6599\u306e\u8a18\u8f09\u306e\u307e\u307e\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n3. \u5e73\u65e5\u3068\u571f\u65e5\u795d\u3067\u9055\u3046\u5834\u5408\u306f\u3001\u4e21\u65b9\u3092\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n4. \u884c\u304d\u65b9\u306f\u3001\u8cc7\u6599\u306b\u66f8\u304b\u308c\u305f\u884c\u304d\u65b9\u3060\u3051\u3092\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u53b3\u5b88\u4e8b\u9805\u3011\n- \u300c\u4eca\u55b6\u696d\u3057\u3066\u3044\u307e\u3059\u300d\u300c\u4eca\u65e5\u306f\u958b\u3044\u3066\u3044\u307e\u3059\u300d\u3068\u8a00\u3044\u5207\u3089\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n  \u300c\u8cc7\u6599\u3067\u306f\u301c\u300d\u3068\u3001\u8cc7\u6599\u306e\u8a18\u8f09\u3067\u3042\u308b\u3053\u3068\u304c\u5206\u304b\u308b\u66f8\u304d\u65b9\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n- \u8cc7\u6599\u306b\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u5e97\u30fb\u65bd\u8a2d\u30fb\u8def\u7dda\u3092\u6319\u3052\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n  \u66f8\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070\u300c\u8cc7\u6599\u306b\u8a18\u8f09\u304c\u3042\u308a\u307e\u305b\u3093\u300d\u3068\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n- \u6240\u8981\u6642\u9593\u3092\u63a8\u6e2c\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\u8cc7\u6599\u306b\u66f8\u304b\u308c\u305f\u6240\u8981\u6642\u9593\u3060\u3051\u3092\u4f7f\u3063\u3066\u304f\u3060\u3055\u3044\u3002\n- \u5e97\u3084\u65bd\u8a2d\u3092\u300c\u304a\u3044\u3057\u3044\u300d\u300c\u304a\u3059\u3059\u3081\u300d\u306a\u3069\u3068\u8a55\u4fa1\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u5bbf\u6cca\u306e\u6599\u91d1\u3001\u30ad\u30e3\u30f3\u30bb\u30eb\u3001\u4e88\u7d04\u306e\u898f\u5b9a\u306b\u306f\u7b54\u3048\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u78ba\u8a8d\u65e5\u306f\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\u78ba\u8a8d\u65e5\u306f\u5225\u306e\u4ed5\u7d44\u307f\u304c\u6dfb\u3048\u307e\u3059\u3002\n```\n\n**\u300c\u78ba\u8a8d\u65e5\u306f\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u300d\u3068\u66f8\u304f\u306e\u306f\u3001\u65e5\u4ed8\u306e\u51fa\u3069\u3053\u308d\u30921\u3064\u306b\u3059\u308b\u305f\u3081\u3067\u3059\u3002** \u30e2\u30c7\u30eb\u304c\u672c\u6587\u306b\u65e5\u4ed8\u3092\u66f8\u304f\u3068\u3001**\u8cc7\u6599\u306e\u672c\u6587\u306e\u5225\u306e\u65e5\u4ed8\uff08\u958b\u5e97\u306e\u65e5\u3001\u6539\u88c5\u306e\u65e5\uff09\u3092\u78ba\u8a8d\u65e5\u306e\u3088\u3046\u306b\u66f8\u304f**\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002\u78ba\u8a8d\u65e5\u306f\u30e1\u30bf\u30c7\u30fc\u30bf\u306e `checked_at` \u304b\u3089\u3001\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u6dfb\u3048\u307e\u3059\u3002\n\n**\u300c\u8cc7\u6599\u306e\u8a18\u8f09\u3067\u3042\u308b\u3053\u3068\u304c\u5206\u304b\u308b\u66f8\u304d\u65b9\u300d\u306f\u3001\u30d5\u30ed\u30f3\u30c8\u4fc2\u304c\u5bbf\u6cca\u5ba2\u306b\u4f1d\u3048\u308b\u3068\u304d\u306e\u8a00\u3044\u65b9\u305d\u306e\u3082\u306e\u3067\u3059\u3002** \u300c\u8cc7\u6599\u3067\u306f8\u6642\u304b\u3089\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u304c\u3001\u5ff5\u306e\u305f\u3081\u304a\u5e97\u306e\u30b5\u30a4\u30c8\u3067\u3082\u3054\u78ba\u8a8d\u304f\u3060\u3055\u3044\u300d\u3068\u8a00\u3048\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002","output_data":"**answer \u30e1\u30bd\u30c3\u30c9\u306e\u5fdc\u7b54\u306b\u3001\u78ba\u8a8d\u65e5\u3068\u5370\u3001\u5916\u56fd\u8a9e\u306e\u6848\u5185\u6587\u3068\u6570\u5b57\u306e\u6bd4\u8f03\u3092\u3001\u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u52a0\u3048\u3066\u753b\u9762\u3068\u8a18\u9332\u306b\u6e21\u3057\u307e\u3059\u3002**\n\n```json\n{\n  \"session_id\": \"\",\n  \"staff_id\": \"\",\n  \"asked_at\": \"2026-10-08T21:40:00+09:00\",\n  \"question\": \"\",\n  \"answer_ja\": \"\",\n  \"citations\": [\n    { \"doc_type\": \"facility | area_spot | timetable | restaurant\",\n      \"title\": \"\", \"uri\": \"\", \"checked_at\": \"2026-07-12\",\n      \"days_since_check\": 88, \"stale\": true, \"grounding_score\": 0.0 }\n  ],\n  \"related_questions\": [\"\"],\n  \"translation\": {\n    \"language\": \"en\", \"answer\": \"\",\n    \"numbers_ja\": [\"7\", \"15\", \"2\"], \"numbers_tr\": [\"7\", \"15\", \"2\"],\n    \"numbers_match\": true\n  },\n  \"status\": \"answered | needs_check | no_source\",\n  \"correction\": { \"registered\": false, \"note\": \"\" }\n}\n```\n\n**1\u3064\u76ee\u306e\u7406\u7531\u306f\u3001`citations` \u3054\u3068\u306b\u78ba\u8a8d\u65e5\u3068 `stale` \u3092\u6301\u3066\u308b\u3053\u3068\u3067\u3059\u3002** \u78ba\u8a8d\u65e5\u304b\u3089\u4e00\u5b9a\u306e\u65e5\u6570\uff08\u305f\u3068\u3048\u307090\u65e5\uff09\u3092\u904e\u304e\u305f\u6839\u62e0\u306b\u306f `stale` \u3092\u7acb\u3066\u3001`status` \u3092 `needs_check` \u306b\u3057\u307e\u3059\u3002**\u753b\u9762\u3067\u306f\u3001\u305d\u306e\u6839\u62e0\u306b\u300c\u8981\u78ba\u8a8d\u300d\u3068\u51fa\u307e\u3059\u3002** \u65e5\u6570\u306f\u8cc7\u6599\u306e\u7a2e\u985e\u3054\u3068\u306b\u5909\u3048\u3001\u6642\u523b\u8868\u306f\u30c0\u30a4\u30e4\u306e\u6709\u52b9\u671f\u9593\u306e\u4e2d\u306a\u3089\u53e4\u304f\u3066\u3082 `stale` \u306b\u3057\u307e\u305b\u3093\u3002\n\n**2\u3064\u76ee\u306f\u3001`translation` \u3067\u6570\u5b57\u306e\u4e00\u81f4\u3092\u6a5f\u68b0\u3067\u78ba\u304b\u3081\u3089\u308c\u308b\u3053\u3068\u3067\u3059\u3002** \u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0\u306f\u3001\u65e5\u672c\u8a9e\u3068\u5916\u56fd\u8a9e\u306e\u6848\u5185\u6587\u304b\u3089\u6570\u5b57\u3092\u9806\u306b\u629c\u304d\u51fa\u3057\u3066\u6bd4\u3079\u3001**1\u3064\u3067\u3082\u9055\u3048\u3070 `numbers_match` \u3092\u507d\u306b\u3057\u3066\u3001\u5916\u56fd\u8a9e\u306e\u6848\u5185\u6587\u3092\u753b\u9762\u306b\u51fa\u3057\u307e\u305b\u3093\u3002** \u300c7\u6642\u300d\u304c\u300c17:00\u300d\u306b\u306a\u308b\u3001\u756a\u7dda\u304c\u5165\u308c\u66ff\u308f\u308b\u3001\u3068\u3044\u3063\u305f\u53d6\u308a\u9055\u3048\u3092\u6b62\u3081\u307e\u3059\u3002\u5348\u524d\u30fb\u5348\u5f8c\u306e\u66f8\u304d\u65b9\u306f\u3001\u6bd4\u3079\u308b\u524d\u306b24\u6642\u9593\u306e\u8868\u8a18\u306b\u305d\u308d\u3048\u307e\u3059\u3002\n\n**3\u3064\u76ee\u306f\u3001`related_questions` \u3067\u30d5\u30ed\u30f3\u30c8\u4fc2\u304c\u5148\u56de\u308a\u3067\u304d\u308b\u3053\u3068\u3067\u3059\u3002** \u300c\u6700\u7d42\u306e\u30d0\u30b9\u300d\u3092\u805e\u3044\u305f\u5bbf\u6cca\u5ba2\u306b\u306f\u3001\u6b21\u306b\u300c\u30bf\u30af\u30b7\u30fc\u306f\u300d\u3068\u805e\u304b\u308c\u308b\u3053\u3068\u304c\u591a\u304f\u3001**\u5019\u88dc\u304c\u51fa\u3066\u3044\u308c\u3070\u7b54\u3048\u3092\u5148\u306b\u7528\u610f\u3067\u304d\u307e\u3059\u3002**","integration_systems":"| \u3064\u306a\u304e\u5148 | \u65b9\u5f0f | \u5185\u5bb9 |\n|:--|:--|:--|\n| \u30d5\u30ed\u30f3\u30c8\u306e\u7aef\u672b\u306e\u30c1\u30e3\u30c3\u30c8\u753b\u9762 | \u793e\u5185\u5411\u3051\u306e\u753b\u9762 | \u8cea\u554f\u306e\u5165\u529b\u3001\u6848\u5185\u6587\u3068\u6839\u62e0\u3068\u78ba\u8a8d\u65e5\u306e\u8868\u793a\u3001\u5370\u5237 |\n| Agent Search | answer \u30e1\u30bd\u30c3\u30c9\u306e\u547c\u3073\u51fa\u3057 | \u6709\u52b9\u671f\u9593\u3067\u7d5e\u308a\u3001\u9bae\u5ea6\u3067\u91cd\u307f\u4ed8\u3051\u3057\u3066\u7b54\u3048\u3068\u6839\u62e0\u3092\u8fd4\u3059 |\n| \u8cc7\u6599\u306e\u7f6e\u304d\u5834 | \u8aad\u307f\u53d6\u308a | \u78ba\u8a8d\u65e5\u3068\u6709\u52b9\u671f\u9593\u3092\u5f15\u304f |\n| \u60c5\u5831\u306e\u76f4\u3057\u306e\u5f85\u3061\u884c\u5217 | \u66f8\u304d\u8fbc\u307f | \u8981\u78ba\u8a8d\u306e\u6839\u62e0\u3068\u3001\u30d5\u30ed\u30f3\u30c8\u4fc2\u306e\u76f4\u3057\u306e\u767b\u9332\u3092\u8f09\u305b\u308b |\n| \u8cea\u554f\u306e\u8a18\u9332 | \u66f8\u304d\u8fbc\u307f | \u8cea\u554f\u30fb\u7b54\u3048\u30fb\u6839\u62e0\u30fb\u78ba\u8a8d\u65e5\u30fb\u76f4\u3057\u3092\u6b8b\u3059 |\n\n**\u5bbf\u6cca\u306e\u7ba1\u7406\u306e\u4ed5\u7d44\u307f\u306b\u306f\u3001\u3064\u306a\u304e\u307e\u305b\u3093\u3002** \u5bbf\u6cca\u5ba2\u306e\u6c0f\u540d\u3084\u90e8\u5c4b\u756a\u53f7\u306f\u3001\u9928\u5185\u3068\u5468\u8fba\u306e\u6848\u5185\u306b\u8981\u308a\u307e\u305b\u3093\u3002**\u30c1\u30e3\u30c3\u30c8\u306b\u5165\u308c\u3055\u305b\u306a\u3044**\u3088\u3046\u3001\u753b\u9762\u306e\u5165\u529b\u6b04\u306e\u8fd1\u304f\u306b\u6ce8\u610f\u3092\u51fa\u3057\u307e\u3059\u3002\n\n**\u60c5\u5831\u306e\u76f4\u3057\u306e\u5f85\u3061\u884c\u5217\u306f\u3001\u6bce\u671d\u30d5\u30ed\u30f3\u30c8\u8ab2\u306e\u62c5\u5f53\u304c\u7247\u3065\u3051\u307e\u3059\u3002** \u76f4\u3057\u306e\u767b\u9332\u3092\u8cc7\u6599\u306b\u53cd\u6620\u3057\u3001\u78ba\u8a8d\u65e5\u3092\u66f8\u304d\u63db\u3048\u3066\u53d6\u308a\u8fbc\u307f\u307e\u3059\u3002**\u76f4\u3057\u304c\u8cc7\u6599\u306b\u5165\u308b\u307e\u3067\u306e\u9593\u306f\u3001\u5f85\u3061\u884c\u5217\u306e\u76f4\u3057\u306e\u5185\u5bb9\u3092\u3001\u753b\u9762\u306e\u6839\u62e0\u306e\u6a2a\u306b\u51fa\u3057\u307e\u3059\u3002**","human_review":"**\u4eba\u304c\u78ba\u304b\u3081\u308b\u306e\u306f\u3001\u6848\u5185\u6587\u3068\u6839\u62e0\u3001\u305d\u3057\u3066\u300c\u8981\u78ba\u8a8d\u300d\u306e\u5370\u3067\u3059\u3002**\n\n1. **\u30d5\u30ed\u30f3\u30c8\u4fc2\u304c\u6848\u5185\u6587\u3068\u6839\u62e0\u3092\u8aad\u3080** \u2026 \u6642\u523b\u3084\u55b6\u696d\u6642\u9593\u304c\u3001\u8cea\u554f\u306e\u65e5\u6642\u3068\u66dc\u65e5\u306b\u5408\u3063\u3066\u3044\u308b\u304b\u3092\u898b\u307e\u3059\n2. **\u300c\u8981\u78ba\u8a8d\u300d\u306e\u3082\u306e\u306f\u78ba\u304b\u3081\u3066\u304b\u3089\u4f1d\u3048\u308b** \u2026 \u5e97\u306e\u30b5\u30a4\u30c8\u3084\u4e8b\u696d\u8005\u306e\u6642\u523b\u8868\u3067\u4eca\u306e\u60c5\u5831\u3092\u78ba\u304b\u3081\u3001\u9055\u3063\u3066\u3044\u308c\u3070\u76f4\u3057\u3092\u767b\u9332\u3057\u307e\u3059\n3. **\u5916\u56fd\u8a9e\u306e\u6848\u5185\u6587\u306f\u3001\u6570\u5b57\u304c\u4e00\u81f4\u3057\u305f\u3082\u306e\u3060\u3051\u3092\u6e21\u3059** \u2026 \u4e00\u81f4\u3057\u306a\u304b\u3063\u305f\u3082\u306e\u306f\u3001\u65e5\u672c\u8a9e\u306e\u6848\u5185\u6587\u3092\u898b\u305b\u306a\u304c\u3089\u8aac\u660e\u3057\u307e\u3059\n4. **\u6bce\u671d\u3001\u76f4\u3057\u306e\u5f85\u3061\u884c\u5217\u3092\u7247\u3065\u3051\u308b** \u2026 \u62c5\u5f53\u304c\u8cc7\u6599\u3092\u76f4\u3057\u3001\u78ba\u8a8d\u65e5\u3092\u66f8\u304d\u63db\u3048\u307e\u3059\n\n**2\u756a\u76ee\u3092\u7701\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u300c\u8981\u78ba\u8a8d\u300d\u306e\u5370\u306f\u3001**\u305d\u306e\u60c5\u5831\u3092\u8ab0\u3082\u6700\u8fd1\u78ba\u304b\u3081\u3066\u3044\u306a\u3044**\u3068\u3044\u3046\u3057\u308b\u3057\u3067\u3059\u3002\u78ba\u304b\u3081\u305a\u306b\u4f1d\u3048\u308b\u3068\u3001\u5bbf\u6cca\u5ba2\u304c\u9589\u307e\u3063\u305f\u5e97\u306e\u524d\u3067\u7acb\u3061\u5c3d\u304f\u3057\u307e\u3059\u3002\n\n**\u76ee\u6a19\u306f\u3001720\u4ef6\u3092\u306a\u3089\u3057\u30661\u4ef62\u5206\u3067\u3059\u3002** \u8cc7\u6599\u3092\u63a2\u3059\u6642\u9593\u3068\u5916\u56fd\u8a9e\u306b\u8a33\u3059\u6642\u9593\u3092\u6e1b\u3089\u3057\u3001**\u6848\u5185\u6587\u3068\u6839\u62e0\u3092\u8aad\u3080\u6642\u9593\u3068\u3001\u8981\u78ba\u8a8d\u306e\u78ba\u304b\u3081**\u3092\u6b8b\u3059\u60f3\u5b9a\u3067\u3059\u3002","exception_handling":"| \u8d77\u304d\u308b\u3053\u3068 | \u5bfe\u5fdc |\n|:--|:--|\n| \u8cc7\u6599\u306b\u5f53\u305f\u308b\u8a18\u8f09\u304c\u7121\u3044 | `NO_RELEVANT_CONTENT`\u3002`no_source` \u3067\u76f4\u3057\u306e\u5f85\u3061\u884c\u5217\u3078\u3002\u30d5\u30ed\u30f3\u30c8\u4fc2\u304c\u8abf\u3079\u3066\u7b54\u3048\u308b |\n| \u6839\u62e0\u306e\u30b9\u30b3\u30a2\u304c\u4f4e\u304f\u7b54\u3048\u304c\u843d\u3061\u305f | `LOW_GROUNDED_CONTENT`\u3002\u8cc7\u6599\u306e\u898b\u51fa\u3057\u3084\u8a00\u8449\u304c\u8cea\u554f\u3068\u5408\u3063\u3066\u3044\u306a\u3044\u304b\u3092\u898b\u308b |\n| \u6839\u62e0\u306e\u78ba\u8a8d\u65e5\u304c\u53e4\u3044 | `stale`\u3002\u300c\u8981\u78ba\u8a8d\u300d\u3092\u51fa\u3057\u3001\u78ba\u304b\u3081\u3066\u304b\u3089\u4f1d\u3048\u308b |\n| \u5916\u56fd\u8a9e\u306e\u6848\u5185\u6587\u306e\u6570\u5b57\u304c\u4e00\u81f4\u3057\u306a\u3044 | \u5916\u56fd\u8a9e\u306e\u6848\u5185\u6587\u3092\u51fa\u3055\u305a\u3001\u65e5\u672c\u8a9e\u306e\u6848\u5185\u6587\u3067\u8aac\u660e\u3059\u308b |\n| \u6709\u52b9\u671f\u9593\u306b\u5165\u308b\u6642\u523b\u8868\u304c\u7121\u3044 | \u30c0\u30a4\u30e4\u6539\u6b63\u306e\u5199\u3057\u5fd8\u308c\u3002\u4e8b\u696d\u8005\u306e\u6642\u523b\u8868\u3067\u7b54\u3048\u3001\u5199\u3057\u3092\u62c5\u5f53\u3078\u4f9d\u983c |\n| \u5bbf\u6cca\u5ba2\u304b\u3089\u300c\u9589\u307e\u3063\u3066\u3044\u305f\u300d\u3068\u8a00\u308f\u308c\u305f | \u76f4\u3057\u3092\u767b\u9332\u3057\u3001\u305d\u306e\u8cc7\u6599\u306e\u78ba\u8a8d\u65e5\u3092\u5f85\u3061\u884c\u5217\u3067\u66f4\u65b0\u3059\u308b |\n| \u6599\u91d1\u3084\u4e88\u7d04\u306e\u898f\u5b9a\u3092\u805e\u304b\u308c\u305f | \u7b54\u3048\u305a\u3001\u5bbf\u6cca\u306e\u62c5\u5f53\u306e\u624b\u9806\u306b\u56de\u3059 |\n| \u691c\u7d22\u304c\u5fdc\u7b54\u3057\u306a\u3044 | \u7d19\u306e\u30d5\u30a1\u30a4\u30eb\u3068\u6642\u523b\u8868\u3067\u7b54\u3048\u308b\u3002\u7d19\u306f\u6368\u3066\u305a\u306b\u6b8b\u3059 |\n\n**3\u884c\u76ee\u30686\u884c\u76ee\u304c\u3001\u3053\u306e\u69cb\u6210\u3092\u751f\u304b\u3059\u304b\u6bba\u3059\u304b\u3092\u6c7a\u3081\u307e\u3059\u3002** \u3069\u3061\u3089\u3082**\u8cc7\u6599\u306e\u78ba\u8a8d\u65e5\u3092\u3001\u904b\u7528\u306e\u4e2d\u3067\u65b0\u3057\u304f\u4fdd\u3064**\u305f\u3081\u306e\u884c\u3067\u3059\u3002\u78ba\u8a8d\u65e5\u304c\u66f4\u65b0\u3055\u308c\u306a\u3044\u8cc7\u6599\u306f\u3001\u6642\u9593\u3068\u3068\u3082\u306b\u300c\u8981\u78ba\u8a8d\u300d\u3060\u3089\u3051\u306b\u306a\u308a\u3001\u30d5\u30ed\u30f3\u30c8\u4fc2\u304c\u753b\u9762\u3092\u898b\u306a\u304f\u306a\u308a\u307e\u3059\u3002","log_storage":"- \u8cea\u554f\u306e\u6587\u3001\u30d5\u30ed\u30f3\u30c8\u4fc2\u306e ID\u3001\u65e5\u6642\u3001\u30bb\u30c3\u30b7\u30e7\u30f3\u306e ID\n- answer \u30e1\u30bd\u30c3\u30c9\u306e\u5fdc\u7b54\u306e\u5168\u6587\uff08\u51fa\u5178\u3068\u6839\u62e0\u306e\u30b9\u30b3\u30a2\u3092\u542b\u3080\uff09\n- \u6839\u62e0\u3054\u3068\u306e\u78ba\u8a8d\u65e5\u3068 `stale` \u306e\u5224\u5b9a\n- \u5916\u56fd\u8a9e\u306e\u6848\u5185\u6587\u3068\u3001\u6570\u5b57\u306e\u6bd4\u8f03\u306e\u7d50\u679c\n- \u76f4\u3057\u306e\u767b\u9332\u3068\u3001\u8cc7\u6599\u306b\u53cd\u6620\u3057\u305f\u65e5\n- \u8cea\u554f\u306e\u591a\u3044\u8cc7\u6599\u3068\u3001`no_source` \u306e\u591a\u3044\u8cea\u554f\n\n**\u6700\u5f8c\u306e\u884c\u306f\u3001\u8cc7\u6599\u306e\u6574\u5099\u306e\u9806\u756a\u3092\u6c7a\u3081\u308b\u6750\u6599\u306b\u306a\u308a\u307e\u3059\u3002** `no_source` \u306e\u591a\u3044\u8cea\u554f\u306f**\u8cc7\u6599\u304c\u8db3\u308a\u306a\u3044\u5206\u91ce**\u3067\u3001\u805e\u304b\u308c\u308b\u56de\u6570\u306e\u591a\u3044\u8cc7\u6599\u306f**\u78ba\u8a8d\u65e5\u3092\u3053\u307e\u3081\u306b\u66f4\u65b0\u3059\u3079\u304d\u8cc7\u6599**\u3067\u3059\u3002\n\n**\u5bbf\u6cca\u5ba2\u306e\u500b\u4eba\u306e\u60c5\u5831\u306f\u8a18\u9332\u306b\u5165\u308a\u307e\u305b\u3093\u3002** \u8cea\u554f\u306e\u6587\u306b\u540d\u524d\u3084\u90e8\u5c4b\u756a\u53f7\u304c\u5165\u3063\u3066\u3044\u305f\u3089\u3001\u8a18\u9332\u304b\u3089\u6d88\u3059\u624b\u9806\u3092\u6c7a\u3081\u3066\u304a\u304d\u307e\u3059\u3002","implementation_level":"\u672c\u683c\u69cb\u6210","difficulty":2,"cost_band":"\u5927","cost_level_label":"RAG\u30fb\u500b\u5225\u958b\u767a","security_level":"\u4e2d","implementation_status":"\u69cb\u6210\u4f8b","assumption_people":10,"assumption_frequency":720,"assumption_workdays":30,"volume_month":720,"before_minutes_per_case":5,"after_minutes_per_case":2,"hourly_cost":2500,"before_hours_month":60,"after_hours_month":24,"saved_hours_month":36,"reduction_rate":60,"saved_hours_year":432,"annual_cost_effect":1080000,"summary":"\u30d5\u30ed\u30f3\u30c8\u4fc2\u304c\u5bbf\u6cca\u5ba2\u306e\u8cea\u554f\u3092\u30c1\u30e3\u30c3\u30c8\u306b\u5165\u308c\u308b\u3068\u3001\u9928\u5185\u6848\u5185\u30fb\u5468\u8fba\u30ac\u30a4\u30c9\u30fb\u6642\u523b\u8868\u30fb\u98f2\u98df\u5e97\u306e\u4e00\u89a7\u304b\u3089\u6839\u62e0\u3092\u63a2\u3057\u3001\u305d\u306e\u60c5\u5831\u3092\u6700\u5f8c\u306b\u78ba\u304b\u3081\u305f\u65e5\u3092\u6dfb\u3048\u3066\u6848\u5185\u6587\u306e\u4e0b\u66f8\u304d\u3092\u51fa\u3057\u307e\u3059\u3002","before_flow":"1. \u5bbf\u6cca\u5ba2\u304b\u3089\u3001\u30ab\u30a6\u30f3\u30bf\u30fc\u304b\u96fb\u8a71\u3067\u8cea\u554f\u3092\u53d7\u3051\u308b\n2. \u899a\u3048\u3066\u3044\u308c\u3070\u305d\u306e\u5834\u3067\u7b54\u3048\u308b\u3002\u899a\u3048\u3066\u3044\u306a\u3051\u308c\u3070\u3001\u5171\u6709\u30d5\u30a9\u30eb\u30c0\u306e\u5468\u8fba\u30ac\u30a4\u30c9\u3084\u7d19\u306e\u30d5\u30a1\u30a4\u30eb\u3092\u63a2\u3059\n3. \u6642\u523b\u3084\u55b6\u696d\u6642\u9593\u306f\u3001\u6642\u523b\u8868\u3084\u5e97\u306e\u30b5\u30a4\u30c8\u3092\u958b\u3044\u3066\u78ba\u304b\u3081\u308b\n4. \u5206\u304b\u3089\u306a\u3051\u308c\u3070\u3001\u4ed6\u306e\u30d5\u30ed\u30f3\u30c8\u4fc2\u3084\u30d9\u30c6\u30e9\u30f3\u306b\u805e\u304f\n5. \u5916\u56fd\u8a9e\u306e\u5bbf\u6cca\u5ba2\u306b\u306f\u3001\u82f1\u8a9e\u3067\u7b54\u3048\u308b\u304b\u3001\u7ffb\u8a33\u306e\u753b\u9762\u3092\u4f7f\u3063\u3066\u6848\u5185\u3092\u66f8\u304f\n6. \u5fc5\u8981\u306a\u3089\u3001\u5730\u56f3\u3084\u6848\u5185\u3092\u30e1\u30e2\u7528\u7d19\u306b\u66f8\u3044\u3066\u6e21\u3059\n\n**\uff08a\uff09\u60c5\u5831\u304c\u30d9\u30c6\u30e9\u30f3\u306e\u8a18\u61b6\u3068\u7d19\u306b\u6563\u3089\u3070\u3063\u3066\u3044\u308b\u3002** \u300c\u3042\u306e\u5e97\u306f\u6708\u66dc\u304c\u4f11\u307f\u300d\u300c\u51ac\u306f\u89b3\u5149\u5730\u884c\u304d\u306e\u30d0\u30b9\u304c\u6e1b\u308b\u300d\u306f\u3001\u5468\u8fba\u30ac\u30a4\u30c9\u306b\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u3053\u3068\u304c\u591a\u304f\u3001**\u30d9\u30c6\u30e9\u30f3\u306e\u8a18\u61b6\u306b\u3057\u304b\u3042\u308a\u307e\u305b\u3093\u3002** \u591c\u9593\u306b\u30d9\u30c6\u30e9\u30f3\u304c\u3044\u306a\u3044\u3068\u30012\u756a\u76ee\u30684\u756a\u76ee\u3067\u6b62\u307e\u308a\u307e\u3059\u3002\n\n**\uff08b\uff09\u60c5\u5831\u304c\u53e4\u3044\u307e\u307e\u6848\u5185\u3057\u3066\u3057\u307e\u3046\u3002** \u5468\u8fba\u30ac\u30a4\u30c9\u306b\u66f8\u304b\u308c\u305f\u55b6\u696d\u6642\u9593\u304c\u53bb\u5e74\u306e\u307e\u307e\u3001\u6642\u523b\u8868\u304c\u30c0\u30a4\u30e4\u6539\u6b63\u306e\u524d\u306e\u307e\u307e\u3001\u3068\u3044\u3046\u3053\u3068\u304c\u8d77\u304d\u307e\u3059\u3002**\u8cc7\u6599\u306e\u901a\u308a\u306b\u7b54\u3048\u305f\u306e\u306b\u3001\u5bbf\u6cca\u5ba2\u304c\u884c\u3063\u305f\u3089\u9589\u307e\u3063\u3066\u3044\u305f\u3002** \u30d5\u30ed\u30f3\u30c8\u306b\u3068\u3063\u3066\u3001\u3044\u3061\u3070\u3093\u907f\u3051\u305f\u3044\u5931\u6557\u3067\u3059\u3002\n\n**\uff08c\uff09\u5916\u56fd\u8a9e\u306e\u6848\u5185\u306b\u6642\u9593\u304c\u304b\u304b\u308b\u3002** \u7ffb\u8a33\u306e\u753b\u9762\u306b\u65e5\u672c\u8a9e\u306e\u6848\u5185\u3092\u5165\u308c\u3066\u8a33\u3059\u9593\u3001\u5bbf\u6cca\u5ba2\u3092\u5f85\u305f\u305b\u307e\u3059\u3002**\u6642\u523b\u306e\u300c17\u6642\u300d\u3068\u300c7\u6642\u300d\u3001\u756a\u7dda\u306e\u6570\u5b57**\u3092\u8a33\u6587\u3067\u53d6\u308a\u9055\u3048\u3066\u3082\u3001\u30d5\u30ed\u30f3\u30c8\u4fc2\u306b\u306f\u6c17\u3065\u304d\u306b\u304f\u3044\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002\n\n**\uff08d\uff09\u540c\u3058\u8cea\u554f\u306b\u6bce\u65e5\u7b54\u3048\u3066\u3044\u308b\u3002** \u300c\u99c5\u3078\u306e\u30d0\u30b9\u306e\u6700\u7d42\u300d\u306f1\u65e5\u306b\u4f55\u5ea6\u3082\u805e\u304b\u308c\u307e\u3059\u3002**\u7b54\u3048\u304c\u6c7a\u307e\u3063\u3066\u3044\u308b\u8cea\u554f\u3067\u3082\u3001\u6642\u523b\u8868\u3092\u958b\u3044\u3066\u78ba\u304b\u3081\u76f4\u3057\u3066\u3044\u307e\u3059\u3002**","before_flow_steps":["\u5bbf\u6cca\u5ba2\u304b\u3089\u3001\u30ab\u30a6\u30f3\u30bf\u30fc\u304b\u96fb\u8a71\u3067\u8cea\u554f\u3092\u53d7\u3051\u308b","\u899a\u3048\u3066\u3044\u308c\u3070\u305d\u306e\u5834\u3067\u7b54\u3048\u308b\u3002\u899a\u3048\u3066\u3044\u306a\u3051\u308c\u3070\u3001\u5171\u6709\u30d5\u30a9\u30eb\u30c0\u306e\u5468\u8fba\u30ac\u30a4\u30c9\u3084\u7d19\u306e\u30d5\u30a1\u30a4\u30eb\u3092\u63a2\u3059","\u6642\u523b\u3084\u55b6\u696d\u6642\u9593\u306f\u3001\u6642\u523b\u8868\u3084\u5e97\u306e\u30b5\u30a4\u30c8\u3092\u958b\u3044\u3066\u78ba\u304b\u3081\u308b","\u5206\u304b\u3089\u306a\u3051\u308c\u3070\u3001\u4ed6\u306e\u30d5\u30ed\u30f3\u30c8\u4fc2\u3084\u30d9\u30c6\u30e9\u30f3\u306b\u805e\u304f","\u5916\u56fd\u8a9e\u306e\u5bbf\u6cca\u5ba2\u306b\u306f\u3001\u82f1\u8a9e\u3067\u7b54\u3048\u308b\u304b\u3001\u7ffb\u8a33\u306e\u753b\u9762\u3092\u4f7f\u3063\u3066\u6848\u5185\u3092\u66f8\u304f","\u5fc5\u8981\u306a\u3089\u3001\u5730\u56f3\u3084\u6848\u5185\u3092\u30e1\u30e2\u7528\u7d19\u306b\u66f8\u3044\u3066\u6e21\u3059"],"after_flow":"1. **\u3010\u4eba\u3011** \u30d5\u30ed\u30f3\u30c8\u4fc2\u304c\u30d5\u30ed\u30f3\u30c8\u306e\u7aef\u672b\u306e\u30c1\u30e3\u30c3\u30c8\u753b\u9762\u306b\u3001\u5bbf\u6cca\u5ba2\u306e\u8cea\u554f\u3092\u65e5\u672c\u8a9e\u3067\u5165\u308c\u308b\n2. **\u3010\u81ea\u52d5\u3011** \u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u3001\u4eca\u65e5\u306e\u65e5\u4ed8\u3067\u52b9\u3044\u3066\u3044\u308b\u8cc7\u6599\u306b\u7d5e\u308a\u3001\u78ba\u304b\u3081\u305f\u65e5\u306e\u65b0\u3057\u3044\u8cc7\u6599\u3092\u4e0a\u306b\u51fa\u3059\u8a2d\u5b9a\u3092\u4ed8\u3051\u308b\n3. **\u3010\u81ea\u52d5\u3011** Agent Search\uff08Vertex AI Search \u304b\u3089\u6539\u79f0\u4e2d\uff09\u306e answer \u30e1\u30bd\u30c3\u30c9\u304c\u3001\u9928\u5185\u6848\u5185\u30fb\u5468\u8fba\u30ac\u30a4\u30c9\u30fb\u6642\u523b\u8868\u30fb\u98f2\u98df\u5e97\u306e\u4e00\u89a7\u304b\u3089\u6839\u62e0\u306e\u7b87\u6240\u3092\u63a2\u3057\u3001\u65e5\u672c\u8a9e\u306e\u6848\u5185\u6587\u306e\u4e0b\u66f8\u304d\u3092\u8fd4\u3059\n4. **\u3010\u81ea\u52d5\u3011** \u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u3001\u6839\u62e0\u306e\u8cc7\u6599\u306e\u78ba\u8a8d\u65e5\u3092\u6dfb\u3048\u3001\u78ba\u8a8d\u65e5\u304c\u53e4\u3044\u3082\u306e\u306b\u300c\u8981\u78ba\u8a8d\u300d\u306e\u5370\u3092\u4ed8\u3051\u308b\n5. **\u3010\u4eba\u3011** \u30d5\u30ed\u30f3\u30c8\u4fc2\u304c\u6848\u5185\u6587\u3068\u6839\u62e0\u3092\u8aad\u307f\u3001\u5bbf\u6cca\u5ba2\u306b\u4f1d\u3048\u308b\u3002\u300c\u8981\u78ba\u8a8d\u300d\u306e\u3082\u306e\u306f\u5e97\u3084\u4e8b\u696d\u8005\u306e\u30b5\u30a4\u30c8\u3067\u78ba\u304b\u3081\u3066\u304b\u3089\u4f1d\u3048\u308b\n6. **\u3010\u81ea\u52d5\u3011** \u5bbf\u6cca\u5ba2\u304c\u5916\u56fd\u8a9e\u306e\u5834\u5408\u3001\u540c\u3058\u30bb\u30c3\u30b7\u30e7\u30f3\u3067\u8a00\u8a9e\u3092\u6307\u5b9a\u3057\u3066\u6848\u5185\u6587\u3092\u4f5c\u308a\u76f4\u3057\u3001\u65e5\u672c\u8a9e\u306e\u6848\u5185\u6587\u3068\u6570\u5b57\u304c\u4e00\u81f4\u3059\u308b\u304b\u3092\u6bd4\u3079\u308b\n7. **\u3010\u4eba\u3011** \u30d5\u30ed\u30f3\u30c8\u4fc2\u304c\u5916\u56fd\u8a9e\u306e\u6848\u5185\u6587\u3092\u898b\u305b\u308b\u304b\u3001\u5370\u5237\u3057\u3066\u6e21\u3059\n8. **\u3010\u4eba\u3011** \u8cc7\u6599\u3068\u9055\u3046\u60c5\u5831\u304c\u5206\u304b\u3063\u305f\u3089\u3001\u305d\u306e\u5834\u3067\u300c\u60c5\u5831\u306e\u76f4\u3057\u300d\u3092\u767b\u9332\u3059\u308b\n9. **\u3010\u81ea\u52d5\u3011** \u8cea\u554f\u30fb\u7b54\u3048\u30fb\u6839\u62e0\u30fb\u78ba\u8a8d\u65e5\u30fb\u76f4\u3057\u306e\u767b\u9332\u3092\u8a18\u9332\u306b\u6b8b\u3059\n\n**4\u756a\u76ee\u304c\u3001\u3053\u306e\u8a2d\u8a08\u306e\u6761\u4ef6\u3067\u3059\u3002** \u7b54\u3048\u306e\u6587\u304c\u6b63\u3057\u304f\u6839\u62e0\u3092\u5f15\u3044\u3066\u3044\u3066\u3082\u3001**\u6839\u62e0\u304c\u53e4\u3051\u308c\u3070\u6848\u5185\u306f\u8aa4\u308a\u306b\u306a\u308a\u307e\u3059\u3002** \u78ba\u8a8d\u65e5\u3092\u30e2\u30c7\u30eb\u306b\u66f8\u304b\u305b\u308b\u306e\u3067\u306f\u306a\u304f\u3001**\u8cc7\u6599\u306e\u30e1\u30bf\u30c7\u30fc\u30bf\u304b\u3089\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u6dfb\u3048\u307e\u3059\u3002**\n\n**8\u756a\u76ee\u3092\u4f5c\u308b\u306e\u306f\u3001\u5bbf\u6cca\u5ba2\u304b\u3089\u306e\u300c\u9589\u307e\u3063\u3066\u3044\u305f\u300d\u304c\u3001\u3044\u3061\u3070\u3093\u65b0\u3057\u3044\u60c5\u5831\u3060\u304b\u3089\u3067\u3059\u3002** \u305d\u306e\u5834\u3067\u76f4\u3057\u3092\u767b\u9332\u3067\u304d\u308b\u3068\u3001**\u6b21\u306e\u30d5\u30ed\u30f3\u30c8\u4fc2\u304c\u540c\u3058\u8aa4\u308a\u3092\u6848\u5185\u305b\u305a\u306b\u6e08\u307f\u307e\u3059\u3002**","after_flow_steps":["**\u3010\u4eba\u3011** \u30d5\u30ed\u30f3\u30c8\u4fc2\u304c\u30d5\u30ed\u30f3\u30c8\u306e\u7aef\u672b\u306e\u30c1\u30e3\u30c3\u30c8\u753b\u9762\u306b\u3001\u5bbf\u6cca\u5ba2\u306e\u8cea\u554f\u3092\u65e5\u672c\u8a9e\u3067\u5165\u308c\u308b","**\u3010\u81ea\u52d5\u3011** \u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u3001\u4eca\u65e5\u306e\u65e5\u4ed8\u3067\u52b9\u3044\u3066\u3044\u308b\u8cc7\u6599\u306b\u7d5e\u308a\u3001\u78ba\u304b\u3081\u305f\u65e5\u306e\u65b0\u3057\u3044\u8cc7\u6599\u3092\u4e0a\u306b\u51fa\u3059\u8a2d\u5b9a\u3092\u4ed8\u3051\u308b","**\u3010\u81ea\u52d5\u3011** Agent Search\uff08Vertex AI Search \u304b\u3089\u6539\u79f0\u4e2d\uff09\u306e answer \u30e1\u30bd\u30c3\u30c9\u304c\u3001\u9928\u5185\u6848\u5185\u30fb\u5468\u8fba\u30ac\u30a4\u30c9\u30fb\u6642\u523b\u8868\u30fb\u98f2\u98df\u5e97\u306e\u4e00\u89a7\u304b\u3089\u6839\u62e0\u306e\u7b87\u6240\u3092\u63a2\u3057\u3001\u65e5\u672c\u8a9e\u306e\u6848\u5185\u6587\u306e\u4e0b\u66f8\u304d\u3092\u8fd4\u3059","**\u3010\u81ea\u52d5\u3011** \u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u3001\u6839\u62e0\u306e\u8cc7\u6599\u306e\u78ba\u8a8d\u65e5\u3092\u6dfb\u3048\u3001\u78ba\u8a8d\u65e5\u304c\u53e4\u3044\u3082\u306e\u306b\u300c\u8981\u78ba\u8a8d\u300d\u306e\u5370\u3092\u4ed8\u3051\u308b","**\u3010\u4eba\u3011** \u30d5\u30ed\u30f3\u30c8\u4fc2\u304c\u6848\u5185\u6587\u3068\u6839\u62e0\u3092\u8aad\u307f\u3001\u5bbf\u6cca\u5ba2\u306b\u4f1d\u3048\u308b\u3002\u300c\u8981\u78ba\u8a8d\u300d\u306e\u3082\u306e\u306f\u5e97\u3084\u4e8b\u696d\u8005\u306e\u30b5\u30a4\u30c8\u3067\u78ba\u304b\u3081\u3066\u304b\u3089\u4f1d\u3048\u308b","**\u3010\u81ea\u52d5\u3011** \u5bbf\u6cca\u5ba2\u304c\u5916\u56fd\u8a9e\u306e\u5834\u5408\u3001\u540c\u3058\u30bb\u30c3\u30b7\u30e7\u30f3\u3067\u8a00\u8a9e\u3092\u6307\u5b9a\u3057\u3066\u6848\u5185\u6587\u3092\u4f5c\u308a\u76f4\u3057\u3001\u65e5\u672c\u8a9e\u306e\u6848\u5185\u6587\u3068\u6570\u5b57\u304c\u4e00\u81f4\u3059\u308b\u304b\u3092\u6bd4\u3079\u308b","**\u3010\u4eba\u3011** \u30d5\u30ed\u30f3\u30c8\u4fc2\u304c\u5916\u56fd\u8a9e\u306e\u6848\u5185\u6587\u3092\u898b\u305b\u308b\u304b\u3001\u5370\u5237\u3057\u3066\u6e21\u3059","**\u3010\u4eba\u3011** \u8cc7\u6599\u3068\u9055\u3046\u60c5\u5831\u304c\u5206\u304b\u3063\u305f\u3089\u3001\u305d\u306e\u5834\u3067\u300c\u60c5\u5831\u306e\u76f4\u3057\u300d\u3092\u767b\u9332\u3059\u308b","**\u3010\u81ea\u52d5\u3011** \u8cea\u554f\u30fb\u7b54\u3048\u30fb\u6839\u62e0\u30fb\u78ba\u8a8d\u65e5\u30fb\u76f4\u3057\u306e\u767b\u9332\u3092\u8a18\u9332\u306b\u6b8b\u3059"],"architecture":"```\n\u30d5\u30ed\u30f3\u30c8\u4fc2\uff08\u30d5\u30ed\u30f3\u30c8\u306e\u7aef\u672b\u306e\u30c1\u30e3\u30c3\u30c8\u753b\u9762\u3002\u5bbf\u6cca\u5ba2\u306e\u8cea\u554f\u3092\u5165\u308c\u308b\uff09\n   \u2502\n   \u25bc\u3010\u30c8\u30ea\u30ac\u30fc\u3011\u8cea\u554f\u306e\u9001\u4fe1\n\u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0\uff08Python\uff0fCloud Run\uff09\n   \u251c\u2500\u2500\u25b6 \u4eca\u65e5\u52b9\u3044\u3066\u3044\u308b\u8cc7\u6599\u306b\u7d5e\u308b\n   \u251c\u2500\u2500\u25b6 \u78ba\u304b\u3081\u305f\u65e5\u306e\u65b0\u3057\u3044\u8cc7\u6599\u3092\u4e0a\u306b\u51fa\u3059\u8a2d\u5b9a\u3092\u4ed8\u3051\u308b\n   \u25bc\nAgent Search\uff08Vertex AI Search\uff09\u306e answer \u30e1\u30bd\u30c3\u30c9\n   \u2502   \u9928\u5185\u6848\u5185\uff0f\u5468\u8fba\u30ac\u30a4\u30c9\uff0f\u6642\u523b\u8868\uff0f\u98f2\u98df\u5e97\u306e\u4e00\u89a7 \u304b\u3089\u63a2\u3059\n   \u2502   \u65e5\u672c\u8a9e\u306e\u6848\u5185\u6587\u3068\u6839\u62e0\u3092\u8fd4\u3059\n   \u25bc\n\u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0 \u2500\u2500 \u78ba\u8a8d\u65e5\u3092\u6dfb\u3048\u3001\u53e4\u3044\u3082\u306e\u306b\u300c\u8981\u78ba\u8a8d\u300d\n   \u25bc\n\uff08\u5916\u56fd\u8a9e\u306e\u5bbf\u6cca\u5ba2\uff09\u540c\u3058\u30bb\u30c3\u30b7\u30e7\u30f3\u3067\u8a00\u8a9e\u3092\u6307\u5b9a\u3057\u3066\u4f5c\u308a\u76f4\u3059\n   \u25bc\n\u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0 \u2500\u2500 \u65e5\u672c\u8a9e\u3068\u5916\u56fd\u8a9e\u306e\u6848\u5185\u6587\u306e\u6570\u5b57\u3092\u6bd4\u3079\u308b\n   \u25bc\n\u6848\u5185\u6587 \uff0b \u6839\u62e0 \uff0b \u78ba\u8a8d\u65e5 \uff0b \u8981\u78ba\u8a8d\u306e\u5370\n   \u251c\u2500\u2500\u25b6 \u30d5\u30ed\u30f3\u30c8\u4fc2\u306e\u753b\u9762\u3078\uff08\u5370\u5237\u3082\u3067\u304d\u308b\uff09\n   \u2514\u2500\u2500\u25b6 \u60c5\u5831\u306e\u76f4\u3057\u306e\u5f85\u3061\u884c\u5217\u3078\uff08\u8981\u78ba\u8a8d\u30fb\u76f4\u3057\u306e\u767b\u9332\uff09\n```\n\n| \u5f79\u5272 | \u60f3\u5b9a\u3059\u308b\u88fd\u54c1 | \u4ee3\u66ff\u5019\u88dc |\n|:--|:--|:--|\n| \u691c\u7d22\u57fa\u76e4 | Vertex AI Search\uff08Agent Search\uff09\u306e answer \u30e1\u30bd\u30c3\u30c9 | Azure AI Search\u3001Amazon OpenSearch Service |\n| \u751f\u6210AI | Gemini\uff08answer \u30e1\u30bd\u30c3\u30c9\u306e\u56de\u7b54\u306e\u751f\u6210\u306b\u4f7f\u3046\u30e2\u30c7\u30eb\uff09 | \u2500 |\n| \u9023\u643a | \u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0\uff08Python\u3002Cloud Run \u3067\u52d5\u304b\u3057\u3001\u753b\u9762\u30fb\u691c\u7d22\u30fb\u78ba\u8a8d\u65e5\u306e\u4ed8\u4e0e\u30fb\u6570\u5b57\u306e\u6bd4\u8f03\u30fb\u8a18\u9332\u3092\u3064\u306a\u3050\uff09 | Node.js \u3067\u540c\u3058\u3082\u306e\u3092\u66f8\u304f |\n| \u4fdd\u7ba1 | Cloud Storage\uff08\u9928\u5185\u30fb\u5468\u8fba\u306e\u8cc7\u6599\u3068\u30e1\u30bf\u30c7\u30fc\u30bf\uff09 | \u2500 |\n\n**\u5bbf\u6cca\u306e\u7ba1\u7406\u306e\u4ed5\u7d44\u307f\u306b\u306f\u3001\u3064\u306a\u304e\u307e\u305b\u3093\u3002** \u3053\u306e\u69cb\u6210\u306f\u5bbf\u6cca\u5ba2\u306e\u6c0f\u540d\u3084\u90e8\u5c4b\u756a\u53f7\u3092\u4f7f\u308f\u305a\u3001**\u8cea\u554f\u306e\u6587\u3060\u3051**\u3092\u6271\u3044\u307e\u3059\u3002\u6700\u521d\u306e\u6e96\u5099\u306f\u3001\u5468\u8fba\u30ac\u30a4\u30c9\u3092**1\u4ef61\u4ef6\u306e\u60c5\u5831\uff08\u5e97\u30fb\u65bd\u8a2d\u30fb\u8def\u7dda\uff09\u306b\u5206\u3051\u3001\u305d\u308c\u305e\u308c\u306b\u78ba\u8a8d\u65e5\u3092\u4ed8\u3051\u308b**\u3053\u3068\u3067\u3059\u3002\n\n**\u691c\u7d22\u306e\u571f\u53f0\u306f\u3001Agent Search\uff08Vertex AI Search \u304b\u3089\u6539\u79f0\u4e2d\uff09\u306e answer \u30e1\u30bd\u30c3\u30c9\u3067\u3059\u3002** \u691c\u7d22\u306e\u7d50\u679c\u304b\u3089\u56de\u7b54\u3092\u4f5c\u308a\u3001\u51fa\u5178\u3092\u4ed8\u3051\u3066\u8fd4\u3057\u307e\u3059\u3002\u524d\u306e\u30bb\u30c3\u30b7\u30e7\u30f3\u306e ID \u3092\u6e21\u3059\u3068\u3084\u308a\u53d6\u308a\u3092\u7d9a\u3051\u3089\u308c\u3001**\u7b54\u3048\u306e\u8a00\u8a9e\u306f BCP 47 \u306e\u8a00\u8a9e\u30bf\u30b0\u3067\u6307\u5b9a\u3067\u304d\u307e\u3059\u3002** \u95a2\u9023\u3059\u308b\u8cea\u554f\u306e\u5019\u88dc\u3092\u8fd4\u3059\u8a2d\u5b9a\u3082\u3042\u308a\u307e\u3059\u3002\n\n**\u65b0\u3057\u3044\u8cc7\u6599\u3092\u4e0a\u306b\u51fa\u3059\u306e\u306f\u3001\u691c\u7d22\u306e\u91cd\u307f\u4ed8\u3051\uff08`boostSpec`\uff09\u3067\u3059\u3002** \u9bae\u5ea6\u306e\u91cd\u307f\u4ed8\u3051\u306f\u3001**\u691c\u7d22\u3057\u305f\u65e5\u6642\u3068\u3001\u8cc7\u6599\u306b\u4ed8\u3051\u305f\u65e5\u6642\u306e\u9805\u76ee\u3068\u306e\u9593\u9694**\u3067\u91cd\u307f\u3092\u5909\u3048\u308b\u3082\u306e\u3067\u3001\u9593\u9694\u306e\u70b9\u3092\u3044\u304f\u3064\u304b\u6c7a\u3081\u308b\u3068\u3001\u305d\u306e\u9593\u306f\u76f4\u7dda\u3067\u3064\u306a\u304c\u308c\u307e\u3059\u3002\u91cd\u307f\u306e\u5024\u306f \u22121 \u304b\u3089 1 \u306e\u7bc4\u56f2\u3067\u3059\u3002\n\n**\u8cc7\u6599\u306f Markdown \u3084 PDF \u306a\u3069\u3067\u53d6\u308a\u8fbc\u3081\u307e\u3059\u3002** \u691c\u7d22\u306e\u5bfe\u8c61\u306b\u3067\u304d\u308b\u5f62\u5f0f\u306f TXT\u3001JSON\u3001Markdown\u3001PDF\u3001HTML\u3001DOCX\u3001PPTX\u3001XLSX\u3001XLSM \u3067\u3001**\u5468\u8fba\u30ac\u30a4\u30c9\u306f1\u4ef61\u30d5\u30a1\u30a4\u30eb\u306e Markdown \u306b\u3059\u308b\u3068\u3001\u78ba\u8a8d\u65e5\u306e\u7ba1\u7406\u304c\u3057\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002**","implementation_steps":"### \u30c8\u30ea\u30ac\u30fc\n\n**\u8d77\u70b9\u306f\u3001\u30d5\u30ed\u30f3\u30c8\u4fc2\u304c\u30d5\u30ed\u30f3\u30c8\u306e\u7aef\u672b\u306e\u30c1\u30e3\u30c3\u30c8\u753b\u9762\u3067\u8cea\u554f\u3092\u9001\u3063\u305f\u3053\u3068\u3067\u3059\u3002** \u753b\u9762\u306f\u30d5\u30ed\u30f3\u30c8\u8ab2\u3068\u30b3\u30f3\u30b7\u30a7\u30eb\u30b8\u30e5\u3060\u3051\u304c\u4f7f\u3044\u3001**\u5bbf\u6cca\u5ba2\u306e\u5074\u306e\u753b\u9762\u306f\u3042\u308a\u307e\u305b\u3093\u3002** \u8cea\u554f\u306f\u3001\u5bbf\u6cca\u5ba2\u306e\u8a00\u8449\u3092\u30d5\u30ed\u30f3\u30c8\u4fc2\u304c\u65e5\u672c\u8a9e\u306b\u307e\u3068\u3081\u3066\u5165\u308c\u307e\u3059\u3002\u300c\u99c5\u306b\u884c\u304d\u305f\u3044\u3001\u660e\u65e5\u306e\u671d7\u6642\u3054\u308d\u3001\u8377\u7269\u304c\u591a\u3044\u300d\u306e\u3088\u3046\u306b\u3001**\u6642\u9593\u3068\u6761\u4ef6\u3092\u4e00\u7dd2\u306b\u5165\u308c\u308b**\u3088\u3046\u3001\u753b\u9762\u306b\u4f8b\u3092\u51fa\u3057\u3066\u304a\u304d\u307e\u3059\u3002\n\n**\u5bbf\u6cca\u5ba2\u304c\u5916\u56fd\u8a9e\u306e\u5834\u5408\u306f\u3001\u753b\u9762\u3067\u8a00\u8a9e\u3092\u9078\u3073\u307e\u3059\u3002** \u65e5\u672c\u8a9e\u306e\u6848\u5185\u6587\u3092\u78ba\u304b\u3081\u305f\u3042\u3068\u3001\u300c\u82f1\u8a9e\u3067\u4f5c\u308b\u300d\u3092\u62bc\u3059\u3068\u3001\u540c\u3058\u30bb\u30c3\u30b7\u30e7\u30f3\u3067\u8a00\u8a9e\u3092\u6307\u5b9a\u3057\u3066\u4f5c\u308a\u76f4\u3057\u307e\u3059\u3002**\u65e5\u672c\u8a9e\u306e\u6848\u5185\u6587\u3092\u78ba\u304b\u3081\u308b\u524d\u306b\u3001\u5916\u56fd\u8a9e\u306e\u6848\u5185\u6587\u306f\u4f5c\u3089\u305b\u307e\u305b\u3093\u3002** \u30d5\u30ed\u30f3\u30c8\u4fc2\u304c\u8aad\u3081\u306a\u3044\u8a00\u8a9e\u306e\u6587\u3060\u3051\u304c\u5148\u306b\u51fa\u308b\u3068\u3001\u78ba\u304b\u3081\u308b\u624b\u6bb5\u304c\u306a\u304f\u306a\u308b\u304b\u3089\u3067\u3059\u3002\n\n1\u4eba\u306e\u5bbf\u6cca\u5ba2\u3068\u306e\u7d9a\u3051\u3066\u306e\u3084\u308a\u53d6\u308a\u306f\u3001\u540c\u3058\u30bb\u30c3\u30b7\u30e7\u30f3\u3067\u805e\u304d\u8db3\u3057\u307e\u3059\u3002\u300c\u305d\u306e\u30d0\u30b9\u505c\u306f\u3069\u3053\u306b\u3042\u308b\u300d\u3068\u805e\u304d\u8db3\u305b\u307e\u3059\u3002**\u5225\u306e\u5bbf\u6cca\u5ba2\u306e\u8cea\u554f\u306f\u3001\u65b0\u3057\u3044\u30bb\u30c3\u30b7\u30e7\u30f3\u3067\u59cb\u3081\u307e\u3059\u3002**\n\n### \u5165\u529b\u30c7\u30fc\u30bf\n\n| \u30c7\u30fc\u30bf | \u4e2d\u8eab | \u53d6\u5f97\u5143 |\n|:--|:--|:--|\n| \u8cea\u554f | \u5bbf\u6cca\u5ba2\u306e\u8cea\u554f\u3092\u65e5\u672c\u8a9e\u306b\u307e\u3068\u3081\u305f\u3082\u306e\u3001\u6642\u9593\u3068\u6761\u4ef6 | \u753b\u9762 |\n| \u9928\u5185\u6848\u5185 | \u5927\u6d74\u5834\u30fb\u30ec\u30b9\u30c8\u30e9\u30f3\u30fb\u671d\u98df\u30fb\u99d0\u8eca\u5834\u30fb\u30b3\u30a4\u30f3\u30e9\u30f3\u30c9\u30ea\u30fc\u306e\u5834\u6240\u3068\u6642\u9593 | \u5bbf\u6cca\u90e8\u304c\u4f5c\u308b |\n| \u5468\u8fba\u30ac\u30a4\u30c9 | \u5e97\u30fb\u89b3\u5149\u65bd\u8a2d1\u4ef6\u3054\u3068\u306e\u5834\u6240\u3001\u55b6\u696d\u6642\u9593\u3001\u4f11\u696d\u65e5\u3001\u30db\u30c6\u30eb\u304b\u3089\u306e\u884c\u304d\u65b9 | \u30d5\u30ed\u30f3\u30c8\u8ab2\u304c\u4f5c\u308a\u3001\u66f4\u65b0\u3059\u308b |\n| \u6642\u523b\u8868 | \u99c5\u3078\u306e\u30d0\u30b9\u3001\u89b3\u5149\u5730\u3078\u306e\u30d0\u30b9\u3001\u7a7a\u6e2f\u3078\u306e\u4fbf\u306e\u6642\u523b\u3068\u4e57\u308a\u5834 | \u4e8b\u696d\u8005\u306e\u516c\u958b\u3059\u308b\u6642\u523b\u8868\u3092\u3001\u30d5\u30ed\u30f3\u30c8\u8ab2\u304c\u5199\u3059 |\n| \u98f2\u98df\u5e97\u306e\u4e00\u89a7 | \u63d0\u643a\u5e97\u3068\u8fd1\u96a3\u306e\u5e97\u306e\u55b6\u696d\u6642\u9593\u3001\u4e88\u7d04\u306e\u8981\u5426\u3001\u30e9\u30b9\u30c8\u30aa\u30fc\u30c0\u30fc | \u5bbf\u6cca\u90e8\u304c\u4f5c\u308b |\n| \u60c5\u5831\u306e\u76f4\u3057 | \u30d5\u30ed\u30f3\u30c8\u4fc2\u304c\u767b\u9332\u3057\u305f\u3001\u8cc7\u6599\u3068\u9055\u3063\u3066\u3044\u305f\u60c5\u5831 | \u753b\u9762 |\n\n**\u8cea\u3092\u6c7a\u3081\u308b\u306e\u306f\u3001\u5468\u8fba\u30ac\u30a4\u30c9\u30921\u4ef61\u4ef6\u306b\u5206\u3051\u308b\u3053\u3068\u3067\u3059\u3002** \u5468\u8fba\u30ac\u30a4\u30c9\u304c1\u3064\u306e\u5927\u304d\u306a\u30d5\u30a1\u30a4\u30eb\u3060\u3068\u3001\u78ba\u8a8d\u65e5\u30821\u3064\u306b\u306a\u308a\u3001**\u5e97\u3054\u3068\u306b\u9055\u3046\u78ba\u304b\u3081\u305f\u65e5\u3092\u6301\u3066\u307e\u305b\u3093\u3002** \u5e97\u30fb\u65bd\u8a2d\u30fb\u8def\u7dda\u3054\u3068\u306b1\u30d5\u30a1\u30a4\u30eb\u306b\u3057\u3001\u305d\u308c\u305e\u308c\u306b\u78ba\u8a8d\u65e5\u3092\u4ed8\u3051\u307e\u3059\u3002\n\n**\u6642\u523b\u8868\u306f\u3001\u4e8b\u696d\u8005\u306e\u6642\u523b\u8868\u3092\u305d\u306e\u307e\u307e\u5165\u308c\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u30db\u30c6\u30eb\u306b\u95a2\u308f\u308b\u4fbf\u3060\u3051\u3092\u5199\u3057\u307e\u3059\u3002** \u5199\u3059\u3068\u304d\u306b\u3001**\u5e73\u65e5\u30fb\u571f\u65e5\u795d\u30fb\u5b63\u7bc0\u306e\u533a\u5225\u3068\u3001\u30c0\u30a4\u30e4\u306e\u6709\u52b9\u671f\u9593**\u3092\u5fc5\u305a\u66f8\u304d\u307e\u3059\u3002\n\n### \u30c7\u30fc\u30bf\u306e\u53d6\u5f97\u65b9\u6cd5\n\n**\u8cc7\u6599\u306f Cloud Storage \u306b\u7f6e\u304d\u3001\u30e1\u30bf\u30c7\u30fc\u30bf\u30d5\u30a1\u30a4\u30eb\u3068\u3042\u308f\u305b\u3066\u30c7\u30fc\u30bf\u30b9\u30c8\u30a2\u3078\u53d6\u308a\u8fbc\u307f\u307e\u3059\u3002** \u30e1\u30bf\u30c7\u30fc\u30bf\u306f JSON Lines \u3067\u30011\u884c\u3054\u3068\u306b `id`\u3001`content` \u306e `uri` \u3068 `mimeType`\u3001\u305d\u3057\u3066 `structData` \u306b\u8cc7\u6599\u306e\u5370\u3092\u66f8\u304d\u307e\u3059\u3002\u53d6\u308a\u8fbc\u307f\u306f\u6bce\u671d1\u56de\u306e\u5b9a\u6642\u3068\u3001\u76f4\u3057\u3092\u53cd\u6620\u3057\u305f\u3068\u304d\u306b\u884c\u3044\u307e\u3059\u3002\n\n| \u53d6\u308b\u3082\u306e | \u3069\u3053\u304b\u3089 | \u4f55\u306b\u4f7f\u3046\u304b |\n|:--|:--|:--|\n| \u8cc7\u6599\u306e\u7a2e\u985e | \u30e1\u30bf\u30c7\u30fc\u30bf `doc_type`\uff08`facility`\uff0f`area_spot`\uff0f`timetable`\uff0f`restaurant`\uff09 | \u6839\u62e0\u306e\u7a2e\u985e\u3092\u753b\u9762\u306b\u793a\u3059 |\n| \u78ba\u8a8d\u65e5 | \u30e1\u30bf\u30c7\u30fc\u30bf `checked_at` | \u7b54\u3048\u306b\u6dfb\u3048\u3001\u53e4\u3044\u3082\u306e\u306b\u5370\u3092\u4ed8\u3051\u3001\u65b0\u3057\u3044\u3082\u306e\u3092\u4e0a\u306b\u51fa\u3059 |\n| \u6709\u52b9\u671f\u9593 | \u30e1\u30bf\u30c7\u30fc\u30bf `valid_from`\u30fb`valid_to` | \u30c0\u30a4\u30e4\u3084\u5b63\u7bc0\u306e\u55b6\u696d\u6642\u9593\u3092\u3001\u4eca\u65e5\u52b9\u3044\u3066\u3044\u308b\u3082\u306e\u306b\u7d5e\u308b |\n| \u66dc\u65e5\u306e\u533a\u5206 | \u30e1\u30bf\u30c7\u30fc\u30bf `day_type`\uff08`weekday`\uff0f`holiday`\uff0f`all`\uff09 | \u5e73\u65e5\u3068\u571f\u65e5\u795d\u306e\u6642\u523b\u3092\u5206\u3051\u308b |\n\n**\u7d5e\u308a\u8fbc\u307f\u306e\u5f0f\u306f\u3001\u6709\u52b9\u671f\u9593\u3067\u66f8\u304d\u307e\u3059\u3002** \u9805\u76ee\u3092\u7d22\u5f15\u53ef\u80fd\u306b\u3057\u3066\u304a\u3051\u3070\u3001`valid_from <= \"2026-10-08\" AND valid_to >= \"2026-10-08\"` \u306e\u3088\u3046\u306b\u3001**\u4eca\u65e5\u52b9\u3044\u3066\u3044\u308b\u8cc7\u6599**\u3060\u3051\u3092\u5f15\u3051\u307e\u3059\u3002\u65e5\u4ed8\u306f ISO 8601 \u306e\u6587\u5b57\u5217\u3067\u6bd4\u3079\u3089\u308c\u307e\u3059\u3002\u51ac\u5b63\u30c0\u30a4\u30e4\u3068\u590f\u5b63\u30c0\u30a4\u30e4\u306e\u4e21\u65b9\u306e\u6642\u523b\u8868\u3092\u5165\u308c\u3066\u304a\u3044\u3066\u3082\u3001**\u4eca\u65e5\u306e\u5206\u3060\u3051\u304c\u6839\u62e0\u306b\u306a\u308a\u307e\u3059\u3002**\n\n**\u65b0\u3057\u3044\u8cc7\u6599\u3092\u4e0a\u306b\u51fa\u3059\u91cd\u307f\u4ed8\u3051\u306f\u3001`checked_at` \u3067\u66f8\u304d\u307e\u3059\u3002** \u9bae\u5ea6\u306e\u91cd\u307f\u4ed8\u3051\u3067\u3001\u78ba\u304b\u3081\u3066\u304b\u308930\u65e5\u4ee5\u5185\u306e\u8cc7\u6599\u306b\u6b63\u306e\u91cd\u307f\u3001180\u65e5\u3092\u904e\u304e\u305f\u8cc7\u6599\u306b\u8ca0\u306e\u91cd\u307f\u3092\u4ed8\u3051\u308b\u3068\u3044\u3063\u305f\u5f62\u306b\u3057\u307e\u3059\u3002**\u305f\u3060\u3057\u3001\u91cd\u307f\u4ed8\u3051\u306f\u4e26\u3079\u65b9\u3092\u5909\u3048\u308b\u3060\u3051\u3067\u3001\u53e4\u3044\u8cc7\u6599\u3092\u9664\u304f\u3082\u306e\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002** \u53e4\u3044\u8cc7\u6599\u3092\u9664\u304f\u304b\u3069\u3046\u304b\u306f\u3001\u78ba\u8a8d\u65e5\u306e\u5370\u3067\u4eba\u304c\u5224\u65ad\u3057\u307e\u3059\u3002\n\n### \u524d\u51e6\u7406\n\n1. **\u5468\u8fba\u30ac\u30a4\u30c9\u30921\u4ef61\u30d5\u30a1\u30a4\u30eb\u306b\u3059\u308b** \u2026 \u5e97\u30fb\u65bd\u8a2d\u30fb\u8def\u7dda\u3054\u3068\u306b Markdown \u306e\u30d5\u30a1\u30a4\u30eb\u306b\u3057\u3001\u540d\u524d\u30fb\u5834\u6240\u30fb\u55b6\u696d\u6642\u9593\u30fb\u4f11\u696d\u65e5\u30fb\u30db\u30c6\u30eb\u304b\u3089\u306e\u884c\u304d\u65b9\u3092\u540c\u3058\u898b\u51fa\u3057\u3067\u66f8\u304d\u307e\u3059\n2. **\u78ba\u8a8d\u65e5\u3092\u4ed8\u3051\u308b** \u2026 \u305d\u308c\u305e\u308c\u306e\u30d5\u30a1\u30a4\u30eb\u306b\u3001\u6700\u5f8c\u306b\u78ba\u304b\u3081\u305f\u65e5\u3068\u3001\u78ba\u304b\u3081\u305f\u65b9\u6cd5\uff08\u5e97\u306b\u96fb\u8a71\u3001\u5e97\u306e\u30b5\u30a4\u30c8\u3001\u4e8b\u696d\u8005\u306e\u6642\u523b\u8868\uff09\u3092\u66f8\u304d\u307e\u3059\n3. **\u6642\u523b\u8868\u3092\u5199\u3059** \u2026 \u30db\u30c6\u30eb\u306b\u95a2\u308f\u308b\u4fbf\u3060\u3051\u3092\u3001\u5e73\u65e5\u30fb\u571f\u65e5\u795d\u3068\u6709\u52b9\u671f\u9593\u3092\u5206\u3051\u3066\u5199\u3057\u307e\u3059\n4. **\u9928\u5185\u6848\u5185\u3092\u4eca\u306e\u904b\u7528\u306b\u5408\u308f\u305b\u308b** \u2026 \u5927\u6d74\u5834\u306e\u6e05\u6383\u306e\u6642\u9593\u3001\u671d\u98df\u306e\u5834\u6240\u306e\u5909\u66f4\u306a\u3069\u3001**\u63b2\u793a\u7269\u306b\u3060\u3051\u66f8\u304b\u308c\u3066\u3044\u308b\u60c5\u5831**\u3092\u9928\u5185\u6848\u5185\u306b\u8db3\u3057\u307e\u3059\n5. **\u30d9\u30c6\u30e9\u30f3\u306e\u8a18\u61b6\u3092\u66f8\u304d\u51fa\u3059** \u2026 \u300c\u6708\u66dc\u304c\u4f11\u307f\u300d\u300c\u51ac\u306f\u6e1b\u4fbf\u300d\u306e\u3088\u3046\u306a\u3001\u5468\u8fba\u30ac\u30a4\u30c9\u306b\u7121\u3044\u60c5\u5831\u3092\u3001\u30d9\u30c6\u30e9\u30f3\u306b\u805e\u3044\u30661\u4ef6\u305a\u3064\u306e\u30d5\u30a1\u30a4\u30eb\u306b\u8db3\u3057\u307e\u3059\n6. **\u5e97\u306e\u8a55\u5224\u3084\u611f\u60f3\u3092\u5165\u308c\u306a\u3044** \u2026 \u300c\u304a\u3044\u3057\u3044\u300d\u300c\u304a\u3059\u3059\u3081\u300d\u306e\u3088\u3046\u306a\u8a55\u4fa1\u306f\u66f8\u304b\u305a\u3001\u4e8b\u5b9f\u3060\u3051\u3092\u66f8\u304d\u307e\u3059\n\n**5\u756a\u76ee\u304c\u3001\u3053\u306e\u69cb\u6210\u3067\u3044\u3061\u3070\u3093\u52b9\u304f\u4f5c\u696d\u3067\u3059\u3002** \u30d9\u30c6\u30e9\u30f3\u306e\u8a18\u61b6\u3092\u66f8\u304d\u51fa\u3059\u3060\u3051\u3067\u3001**\u591c\u9593\u306b\u30d9\u30c6\u30e9\u30f3\u304c\u3044\u306a\u304f\u3066\u3082\u7b54\u3048\u3089\u308c\u308b\u8cea\u554f**\u304c\u5897\u3048\u307e\u3059\u3002\u534a\u65e5\u307b\u3069\u6642\u9593\u3092\u3068\u3063\u3066\u3001\u3088\u304f\u805e\u304b\u308c\u308b\u8cea\u554f\u306e\u4e00\u89a7\u3092\u898b\u306a\u304c\u3089\u805e\u304d\u53d6\u308a\u307e\u3059\u3002\n\n**6\u756a\u76ee\u306f\u3001\u5bbf\u6cca\u5ba2\u3078\u306e\u6848\u5185\u306e\u516c\u5e73\u3055\u306e\u305f\u3081\u3067\u3059\u3002** \u8a55\u4fa1\u304c\u8cc7\u6599\u306b\u5165\u3063\u3066\u3044\u308b\u3068\u3001\u30e2\u30c7\u30eb\u306f\u305d\u308c\u3092\u7b54\u3048\u306b\u4f7f\u3044\u3001**\u30db\u30c6\u30eb\u304c\u7279\u5b9a\u306e\u5e97\u3092\u52e7\u3081\u3066\u3044\u308b\u3088\u3046\u306b**\u898b\u3048\u307e\u3059\u3002\u63d0\u643a\u5e97\u304b\u3069\u3046\u304b\u306f\u4e8b\u5b9f\u3068\u3057\u3066\u66f8\u304d\u3001\u52e7\u3081\u308b\u304b\u3069\u3046\u304b\u306f\u30d5\u30ed\u30f3\u30c8\u4fc2\u304c\u5224\u65ad\u3057\u307e\u3059\u3002\n\n### AI\u306b\u4f55\u3092\u3055\u305b\u308b\u306e\u304b\n\n**\u3055\u305b\u308b\u306e\u306f\u3001\u8cea\u554f\u306b\u5f53\u305f\u308b\u8cc7\u6599\u306e\u7b87\u6240\u3092\u63a2\u3057\u3001\u30d5\u30ed\u30f3\u30c8\u4fc2\u304c\u305d\u306e\u307e\u307e\u5bbf\u6cca\u5ba2\u306b\u4f1d\u3048\u3089\u308c\u308b\u77ed\u3044\u6848\u5185\u6587\u306e\u4e0b\u66f8\u304d\u306b\u3059\u308b\u3053\u3068\u3067\u3059\u3002** \u8cc7\u6599\u306b\u7121\u3044\u60c5\u5831\u3092\u88dc\u3046\u3053\u3068\u3001\u4eca\u55b6\u696d\u3057\u3066\u3044\u308b\u304b\u3092\u8a00\u3044\u5207\u308b\u3053\u3068\u3001\u6240\u8981\u6642\u9593\u3092\u63a8\u6e2c\u3059\u308b\u3053\u3068\u306f\u3055\u305b\u307e\u305b\u3093\u3002\n\n| \u8cea\u554f\u306e\u578b | \u6848\u5185\u6587\u306b\u542b\u3081\u308b\u3082\u306e | \u6839\u62e0\u306b\u3059\u308b\u8cc7\u6599 |\n|:--|:--|:--|\n| \u9928\u5185\u306e\u5834\u6240\u3068\u6642\u9593 | \u5834\u6240\u3001\u5229\u7528\u3067\u304d\u308b\u6642\u9593\u3001\u6ce8\u610f | \u9928\u5185\u6848\u5185 |\n| \u4ea4\u901a | \u4e57\u308a\u5834\u3001\u6642\u523b\u3001\u884c\u304d\u5148\u3001\u5e73\u65e5\u30fb\u571f\u65e5\u795d\u306e\u5225 | \u6642\u523b\u8868 |\n| \u98f2\u98df\u5e97 | \u5e97\u540d\u3001\u55b6\u696d\u6642\u9593\u3001\u4f11\u696d\u65e5\u3001\u4e88\u7d04\u306e\u8981\u5426\u3001\u884c\u304d\u65b9 | \u98f2\u98df\u5e97\u306e\u4e00\u89a7\u3001\u5468\u8fba\u30ac\u30a4\u30c9 |\n| \u89b3\u5149\u65bd\u8a2d | \u958b\u9928\u6642\u9593\u3001\u4f11\u9928\u65e5\u3001\u884c\u304d\u65b9 | \u5468\u8fba\u30ac\u30a4\u30c9 |\n\n**answer \u30e1\u30bd\u30c3\u30c9\u306e\u8a2d\u5b9a\u306f\u6b21\u306e\u3088\u3046\u306b\u3057\u307e\u3059\u3002**\n\n| \u8a2d\u5b9a | \u5024 | \u7406\u7531 |\n|:--|:--|:--|\n| `session` | \u5bbf\u6cca\u5ba2\u3054\u3068\u306e\u30bb\u30c3\u30b7\u30e7\u30f3 | \u805e\u304d\u8db3\u3057\u3092\u7d9a\u3051\u308b |\n| `includeCitations` | \u6709\u52b9\uff08\u65e2\u5b9a\u306f\u7121\u52b9\uff09 | \u6839\u62e0\u306e\u8cc7\u6599\u3068\u78ba\u8a8d\u65e5\u3092\u7d50\u3073\u4ed8\u3051\u308b |\n| `ignoreLowRelevantContent` | \u6709\u52b9 | \u8cc7\u6599\u306b\u7121\u3044\u3053\u3068\u3092\u7b54\u3048\u306a\u3044 |\n| `groundingSpec` \u306e `filteringLevel` | `FILTERING_LEVEL_HIGH` | \u6839\u62e0\u306e\u5f31\u3044\u7b54\u3048\u3092\u51fa\u3055\u306a\u3044 |\n| `searchSpec` \u306e `filter` | \u6709\u52b9\u671f\u9593 | \u5b63\u7bc0\u5916\u308c\u306e\u30c0\u30a4\u30e4\u3084\u55b6\u696d\u6642\u9593\u3092\u6df7\u305c\u306a\u3044 |\n| `searchSpec` \u306e `boostSpec` | `checked_at` \u306e\u9bae\u5ea6\u306e\u91cd\u307f\u4ed8\u3051 | \u78ba\u304b\u3081\u305f\u65e5\u306e\u65b0\u3057\u3044\u8cc7\u6599\u3092\u4e0a\u306b\u51fa\u3059 |\n| `answerLanguageCode` | \u5916\u56fd\u8a9e\u306e\u6848\u5185\u6587\u306e\u3068\u304d\u3060\u3051\u6307\u5b9a | \u5bbf\u6cca\u5ba2\u306e\u8a00\u8a9e\u3067\u4f5c\u308a\u76f4\u3059 |\n| `relatedQuestionsSpec` | \u6709\u52b9 | \u6b21\u306b\u805e\u304b\u308c\u305d\u3046\u306a\u8cea\u554f\u3092\u30d5\u30ed\u30f3\u30c8\u4fc2\u306b\u793a\u3059 |\n| `preamble` | \u4e0b\u306e\u6307\u793a | \u7b54\u3048\u65b9\u306e\u898f\u5247\u3092\u4e0e\u3048\u308b |\n\n| \u3055\u305b\u306a\u3044\u3053\u3068 | \u7406\u7531 |\n|:--|:--|\n| \u300c\u4eca\u55b6\u696d\u4e2d\u3067\u3059\u300d\u3068\u8a00\u3044\u5207\u308b | \u8cc7\u6599\u306f\u78ba\u8a8d\u65e5\u306e\u6642\u70b9\u306e\u60c5\u5831\u3067\u3001\u4eca\u65e5\u306e\u81e8\u6642\u4f11\u696d\u306f\u5206\u304b\u3089\u306a\u3044 |\n| \u6240\u8981\u6642\u9593\u3092\u63a8\u6e2c\u3059\u308b | \u9053\u8def\u306e\u6df7\u307f\u5177\u5408\u3084\u4e57\u308a\u63db\u3048\u3067\u5909\u308f\u308b\u3002\u8cc7\u6599\u306e\u8a18\u8f09\u3060\u3051\u3092\u4f7f\u3046 |\n| \u8cc7\u6599\u306b\u7121\u3044\u5e97\u3084\u65bd\u8a2d\u3092\u6319\u3052\u308b | \u4e00\u822c\u306e\u77e5\u8b58\u306e\u5e97\u306f\u3001\u9589\u5e97\u3057\u3066\u3044\u308b\u3053\u3068\u304c\u3042\u308b |\n| \u5e97\u3092\u8a55\u4fa1\u3059\u308b\u30fb\u52e7\u3081\u308b | \u30db\u30c6\u30eb\u3068\u3057\u3066\u306e\u516c\u5e73\u3055\u3092\u640d\u306a\u3046 |\n| \u5bbf\u6cca\u306e\u6599\u91d1\u3084\u898f\u5b9a\u3092\u7b54\u3048\u308b | \u7d04\u6b3e\u3068\u4e88\u7d04\u306e\u4ed5\u7d44\u307f\u306e\u8a71\u3067\u3001\u3053\u306e\u69cb\u6210\u306e\u5916 |\n\n**1\u884c\u76ee\u304c\u3044\u3061\u3070\u3093\u8d77\u304d\u3084\u3059\u3044\u5931\u6557\u3067\u3059\u3002** \u300c\u55b6\u696d\u6642\u9593\u306f8\u6642\u304b\u3089\u300d\u3068\u8cc7\u6599\u306b\u3042\u308c\u3070\u3001\u30e2\u30c7\u30eb\u306f\u300c\u4eca\u306f\u55b6\u696d\u4e2d\u3067\u3059\u300d\u3068\u66f8\u304d\u305f\u304c\u308a\u307e\u3059\u3002**\u8cc7\u6599\u304c3\u304b\u6708\u524d\u306e\u78ba\u8a8d\u306a\u3089\u3001\u305d\u308c\u306f\u8a00\u3044\u5207\u308c\u307e\u305b\u3093\u3002** \u7b54\u3048\u306f\u300c\u8cc7\u6599\u3067\u306f8\u6642\u304b\u3089\uff08\u78ba\u8a8d\u65e5\uff1a7\u670812\u65e5\uff09\u300d\u306e\u5f62\u306b\u3055\u305b\u307e\u3059\u3002\n\n### \u30d7\u30ed\u30f3\u30d7\u30c8\u307e\u305f\u306f\u6307\u793a\u5185\u5bb9\u306e\u4f8b\n\nanswer \u30e1\u30bd\u30c3\u30c9\u306e `preamble` \u306b\u3001\u6b21\u306e\u6307\u793a\u3092\u5165\u308c\u307e\u3059\u3002\n\n```\n\u3042\u306a\u305f\u306f\u30db\u30c6\u30eb\u306e\u30d5\u30ed\u30f3\u30c8\u4fc2\u304c\u3001\u5bbf\u6cca\u5ba2\u306e\u8cea\u554f\u306b\u7b54\u3048\u308b\u6848\u5185\u3092\u6e96\u5099\u3059\u308b\u306e\u3092\n\u624b\u4f1d\u3046\u7acb\u5834\u3067\u3059\u3002\u691c\u7d22\u7d50\u679c\u306b\u51fa\u305f\u3001\u30db\u30c6\u30eb\u306e\u9928\u5185\u6848\u5185\u30fb\u5468\u8fba\u30ac\u30a4\u30c9\u30fb\u6642\u523b\u8868\u30fb\n\u98f2\u98df\u5e97\u306e\u4e00\u89a7\u3060\u3051\u3092\u6839\u62e0\u306b\u7b54\u3048\u307e\u3059\u3002\u8aad\u3080\u306e\u306f\u30d5\u30ed\u30f3\u30c8\u4fc2\u3067\u3059\u3002\n\n\u3010\u7b54\u3048\u65b9\u3011\n1. \u30d5\u30ed\u30f3\u30c8\u4fc2\u304c\u305d\u306e\u307e\u307e\u5bbf\u6cca\u5ba2\u306b\u4f1d\u3048\u3089\u308c\u308b\u3001\u77ed\u3044\u6848\u5185\u6587\u3092\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n   3\u301c5\u6587\u307e\u3067\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n2. \u6642\u523b\u30fb\u55b6\u696d\u6642\u9593\u30fb\u4e57\u308a\u5834\u30fb\u756a\u7dda\u30fb\u91d1\u984d\u306f\u3001\u8cc7\u6599\u306e\u8a18\u8f09\u306e\u307e\u307e\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n3. \u5e73\u65e5\u3068\u571f\u65e5\u795d\u3067\u9055\u3046\u5834\u5408\u306f\u3001\u4e21\u65b9\u3092\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n4. \u884c\u304d\u65b9\u306f\u3001\u8cc7\u6599\u306b\u66f8\u304b\u308c\u305f\u884c\u304d\u65b9\u3060\u3051\u3092\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u53b3\u5b88\u4e8b\u9805\u3011\n- \u300c\u4eca\u55b6\u696d\u3057\u3066\u3044\u307e\u3059\u300d\u300c\u4eca\u65e5\u306f\u958b\u3044\u3066\u3044\u307e\u3059\u300d\u3068\u8a00\u3044\u5207\u3089\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n  \u300c\u8cc7\u6599\u3067\u306f\u301c\u300d\u3068\u3001\u8cc7\u6599\u306e\u8a18\u8f09\u3067\u3042\u308b\u3053\u3068\u304c\u5206\u304b\u308b\u66f8\u304d\u65b9\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n- \u8cc7\u6599\u306b\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u5e97\u30fb\u65bd\u8a2d\u30fb\u8def\u7dda\u3092\u6319\u3052\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n  \u66f8\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070\u300c\u8cc7\u6599\u306b\u8a18\u8f09\u304c\u3042\u308a\u307e\u305b\u3093\u300d\u3068\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n- \u6240\u8981\u6642\u9593\u3092\u63a8\u6e2c\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\u8cc7\u6599\u306b\u66f8\u304b\u308c\u305f\u6240\u8981\u6642\u9593\u3060\u3051\u3092\u4f7f\u3063\u3066\u304f\u3060\u3055\u3044\u3002\n- \u5e97\u3084\u65bd\u8a2d\u3092\u300c\u304a\u3044\u3057\u3044\u300d\u300c\u304a\u3059\u3059\u3081\u300d\u306a\u3069\u3068\u8a55\u4fa1\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u5bbf\u6cca\u306e\u6599\u91d1\u3001\u30ad\u30e3\u30f3\u30bb\u30eb\u3001\u4e88\u7d04\u306e\u898f\u5b9a\u306b\u306f\u7b54\u3048\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u78ba\u8a8d\u65e5\u306f\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\u78ba\u8a8d\u65e5\u306f\u5225\u306e\u4ed5\u7d44\u307f\u304c\u6dfb\u3048\u307e\u3059\u3002\n```\n\n**\u300c\u78ba\u8a8d\u65e5\u306f\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u300d\u3068\u66f8\u304f\u306e\u306f\u3001\u65e5\u4ed8\u306e\u51fa\u3069\u3053\u308d\u30921\u3064\u306b\u3059\u308b\u305f\u3081\u3067\u3059\u3002** \u30e2\u30c7\u30eb\u304c\u672c\u6587\u306b\u65e5\u4ed8\u3092\u66f8\u304f\u3068\u3001**\u8cc7\u6599\u306e\u672c\u6587\u306e\u5225\u306e\u65e5\u4ed8\uff08\u958b\u5e97\u306e\u65e5\u3001\u6539\u88c5\u306e\u65e5\uff09\u3092\u78ba\u8a8d\u65e5\u306e\u3088\u3046\u306b\u66f8\u304f**\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002\u78ba\u8a8d\u65e5\u306f\u30e1\u30bf\u30c7\u30fc\u30bf\u306e `checked_at` \u304b\u3089\u3001\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u6dfb\u3048\u307e\u3059\u3002\n\n**\u300c\u8cc7\u6599\u306e\u8a18\u8f09\u3067\u3042\u308b\u3053\u3068\u304c\u5206\u304b\u308b\u66f8\u304d\u65b9\u300d\u306f\u3001\u30d5\u30ed\u30f3\u30c8\u4fc2\u304c\u5bbf\u6cca\u5ba2\u306b\u4f1d\u3048\u308b\u3068\u304d\u306e\u8a00\u3044\u65b9\u305d\u306e\u3082\u306e\u3067\u3059\u3002** \u300c\u8cc7\u6599\u3067\u306f8\u6642\u304b\u3089\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u304c\u3001\u5ff5\u306e\u305f\u3081\u304a\u5e97\u306e\u30b5\u30a4\u30c8\u3067\u3082\u3054\u78ba\u8a8d\u304f\u3060\u3055\u3044\u300d\u3068\u8a00\u3048\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002\n\n### \u51fa\u529b\u5f62\u5f0f\n\n**answer \u30e1\u30bd\u30c3\u30c9\u306e\u5fdc\u7b54\u306b\u3001\u78ba\u8a8d\u65e5\u3068\u5370\u3001\u5916\u56fd\u8a9e\u306e\u6848\u5185\u6587\u3068\u6570\u5b57\u306e\u6bd4\u8f03\u3092\u3001\u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u52a0\u3048\u3066\u753b\u9762\u3068\u8a18\u9332\u306b\u6e21\u3057\u307e\u3059\u3002**\n\n```json\n{\n  \"session_id\": \"\",\n  \"staff_id\": \"\",\n  \"asked_at\": \"2026-10-08T21:40:00+09:00\",\n  \"question\": \"\",\n  \"answer_ja\": \"\",\n  \"citations\": [\n    { \"doc_type\": \"facility | area_spot | timetable | restaurant\",\n      \"title\": \"\", \"uri\": \"\", \"checked_at\": \"2026-07-12\",\n      \"days_since_check\": 88, \"stale\": true, \"grounding_score\": 0.0 }\n  ],\n  \"related_questions\": [\"\"],\n  \"translation\": {\n    \"language\": \"en\", \"answer\": \"\",\n    \"numbers_ja\": [\"7\", \"15\", \"2\"], \"numbers_tr\": [\"7\", \"15\", \"2\"],\n    \"numbers_match\": true\n  },\n  \"status\": \"answered | needs_check | no_source\",\n  \"correction\": { \"registered\": false, \"note\": \"\" }\n}\n```\n\n**1\u3064\u76ee\u306e\u7406\u7531\u306f\u3001`citations` \u3054\u3068\u306b\u78ba\u8a8d\u65e5\u3068 `stale` \u3092\u6301\u3066\u308b\u3053\u3068\u3067\u3059\u3002** \u78ba\u8a8d\u65e5\u304b\u3089\u4e00\u5b9a\u306e\u65e5\u6570\uff08\u305f\u3068\u3048\u307090\u65e5\uff09\u3092\u904e\u304e\u305f\u6839\u62e0\u306b\u306f `stale` \u3092\u7acb\u3066\u3001`status` \u3092 `needs_check` \u306b\u3057\u307e\u3059\u3002**\u753b\u9762\u3067\u306f\u3001\u305d\u306e\u6839\u62e0\u306b\u300c\u8981\u78ba\u8a8d\u300d\u3068\u51fa\u307e\u3059\u3002** \u65e5\u6570\u306f\u8cc7\u6599\u306e\u7a2e\u985e\u3054\u3068\u306b\u5909\u3048\u3001\u6642\u523b\u8868\u306f\u30c0\u30a4\u30e4\u306e\u6709\u52b9\u671f\u9593\u306e\u4e2d\u306a\u3089\u53e4\u304f\u3066\u3082 `stale` \u306b\u3057\u307e\u305b\u3093\u3002\n\n**2\u3064\u76ee\u306f\u3001`translation` \u3067\u6570\u5b57\u306e\u4e00\u81f4\u3092\u6a5f\u68b0\u3067\u78ba\u304b\u3081\u3089\u308c\u308b\u3053\u3068\u3067\u3059\u3002** \u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0\u306f\u3001\u65e5\u672c\u8a9e\u3068\u5916\u56fd\u8a9e\u306e\u6848\u5185\u6587\u304b\u3089\u6570\u5b57\u3092\u9806\u306b\u629c\u304d\u51fa\u3057\u3066\u6bd4\u3079\u3001**1\u3064\u3067\u3082\u9055\u3048\u3070 `numbers_match` \u3092\u507d\u306b\u3057\u3066\u3001\u5916\u56fd\u8a9e\u306e\u6848\u5185\u6587\u3092\u753b\u9762\u306b\u51fa\u3057\u307e\u305b\u3093\u3002** \u300c7\u6642\u300d\u304c\u300c17:00\u300d\u306b\u306a\u308b\u3001\u756a\u7dda\u304c\u5165\u308c\u66ff\u308f\u308b\u3001\u3068\u3044\u3063\u305f\u53d6\u308a\u9055\u3048\u3092\u6b62\u3081\u307e\u3059\u3002\u5348\u524d\u30fb\u5348\u5f8c\u306e\u66f8\u304d\u65b9\u306f\u3001\u6bd4\u3079\u308b\u524d\u306b24\u6642\u9593\u306e\u8868\u8a18\u306b\u305d\u308d\u3048\u307e\u3059\u3002\n\n**3\u3064\u76ee\u306f\u3001`related_questions` \u3067\u30d5\u30ed\u30f3\u30c8\u4fc2\u304c\u5148\u56de\u308a\u3067\u304d\u308b\u3053\u3068\u3067\u3059\u3002** \u300c\u6700\u7d42\u306e\u30d0\u30b9\u300d\u3092\u805e\u3044\u305f\u5bbf\u6cca\u5ba2\u306b\u306f\u3001\u6b21\u306b\u300c\u30bf\u30af\u30b7\u30fc\u306f\u300d\u3068\u805e\u304b\u308c\u308b\u3053\u3068\u304c\u591a\u304f\u3001**\u5019\u88dc\u304c\u51fa\u3066\u3044\u308c\u3070\u7b54\u3048\u3092\u5148\u306b\u7528\u610f\u3067\u304d\u307e\u3059\u3002**\n\n### \u30b7\u30b9\u30c6\u30e0\u9023\u643a\n\n| \u3064\u306a\u304e\u5148 | \u65b9\u5f0f | \u5185\u5bb9 |\n|:--|:--|:--|\n| \u30d5\u30ed\u30f3\u30c8\u306e\u7aef\u672b\u306e\u30c1\u30e3\u30c3\u30c8\u753b\u9762 | \u793e\u5185\u5411\u3051\u306e\u753b\u9762 | \u8cea\u554f\u306e\u5165\u529b\u3001\u6848\u5185\u6587\u3068\u6839\u62e0\u3068\u78ba\u8a8d\u65e5\u306e\u8868\u793a\u3001\u5370\u5237 |\n| Agent Search | answer \u30e1\u30bd\u30c3\u30c9\u306e\u547c\u3073\u51fa\u3057 | \u6709\u52b9\u671f\u9593\u3067\u7d5e\u308a\u3001\u9bae\u5ea6\u3067\u91cd\u307f\u4ed8\u3051\u3057\u3066\u7b54\u3048\u3068\u6839\u62e0\u3092\u8fd4\u3059 |\n| \u8cc7\u6599\u306e\u7f6e\u304d\u5834 | \u8aad\u307f\u53d6\u308a | \u78ba\u8a8d\u65e5\u3068\u6709\u52b9\u671f\u9593\u3092\u5f15\u304f |\n| \u60c5\u5831\u306e\u76f4\u3057\u306e\u5f85\u3061\u884c\u5217 | \u66f8\u304d\u8fbc\u307f | \u8981\u78ba\u8a8d\u306e\u6839\u62e0\u3068\u3001\u30d5\u30ed\u30f3\u30c8\u4fc2\u306e\u76f4\u3057\u306e\u767b\u9332\u3092\u8f09\u305b\u308b |\n| \u8cea\u554f\u306e\u8a18\u9332 | \u66f8\u304d\u8fbc\u307f | \u8cea\u554f\u30fb\u7b54\u3048\u30fb\u6839\u62e0\u30fb\u78ba\u8a8d\u65e5\u30fb\u76f4\u3057\u3092\u6b8b\u3059 |\n\n**\u5bbf\u6cca\u306e\u7ba1\u7406\u306e\u4ed5\u7d44\u307f\u306b\u306f\u3001\u3064\u306a\u304e\u307e\u305b\u3093\u3002** \u5bbf\u6cca\u5ba2\u306e\u6c0f\u540d\u3084\u90e8\u5c4b\u756a\u53f7\u306f\u3001\u9928\u5185\u3068\u5468\u8fba\u306e\u6848\u5185\u306b\u8981\u308a\u307e\u305b\u3093\u3002**\u30c1\u30e3\u30c3\u30c8\u306b\u5165\u308c\u3055\u305b\u306a\u3044**\u3088\u3046\u3001\u753b\u9762\u306e\u5165\u529b\u6b04\u306e\u8fd1\u304f\u306b\u6ce8\u610f\u3092\u51fa\u3057\u307e\u3059\u3002\n\n**\u60c5\u5831\u306e\u76f4\u3057\u306e\u5f85\u3061\u884c\u5217\u306f\u3001\u6bce\u671d\u30d5\u30ed\u30f3\u30c8\u8ab2\u306e\u62c5\u5f53\u304c\u7247\u3065\u3051\u307e\u3059\u3002** \u76f4\u3057\u306e\u767b\u9332\u3092\u8cc7\u6599\u306b\u53cd\u6620\u3057\u3001\u78ba\u8a8d\u65e5\u3092\u66f8\u304d\u63db\u3048\u3066\u53d6\u308a\u8fbc\u307f\u307e\u3059\u3002**\u76f4\u3057\u304c\u8cc7\u6599\u306b\u5165\u308b\u307e\u3067\u306e\u9593\u306f\u3001\u5f85\u3061\u884c\u5217\u306e\u76f4\u3057\u306e\u5185\u5bb9\u3092\u3001\u753b\u9762\u306e\u6839\u62e0\u306e\u6a2a\u306b\u51fa\u3057\u307e\u3059\u3002**\n\n### \u4eba\u9593\u306e\u78ba\u8a8d\n\n**\u4eba\u304c\u78ba\u304b\u3081\u308b\u306e\u306f\u3001\u6848\u5185\u6587\u3068\u6839\u62e0\u3001\u305d\u3057\u3066\u300c\u8981\u78ba\u8a8d\u300d\u306e\u5370\u3067\u3059\u3002**\n\n1. **\u30d5\u30ed\u30f3\u30c8\u4fc2\u304c\u6848\u5185\u6587\u3068\u6839\u62e0\u3092\u8aad\u3080** \u2026 \u6642\u523b\u3084\u55b6\u696d\u6642\u9593\u304c\u3001\u8cea\u554f\u306e\u65e5\u6642\u3068\u66dc\u65e5\u306b\u5408\u3063\u3066\u3044\u308b\u304b\u3092\u898b\u307e\u3059\n2. **\u300c\u8981\u78ba\u8a8d\u300d\u306e\u3082\u306e\u306f\u78ba\u304b\u3081\u3066\u304b\u3089\u4f1d\u3048\u308b** \u2026 \u5e97\u306e\u30b5\u30a4\u30c8\u3084\u4e8b\u696d\u8005\u306e\u6642\u523b\u8868\u3067\u4eca\u306e\u60c5\u5831\u3092\u78ba\u304b\u3081\u3001\u9055\u3063\u3066\u3044\u308c\u3070\u76f4\u3057\u3092\u767b\u9332\u3057\u307e\u3059\n3. **\u5916\u56fd\u8a9e\u306e\u6848\u5185\u6587\u306f\u3001\u6570\u5b57\u304c\u4e00\u81f4\u3057\u305f\u3082\u306e\u3060\u3051\u3092\u6e21\u3059** \u2026 \u4e00\u81f4\u3057\u306a\u304b\u3063\u305f\u3082\u306e\u306f\u3001\u65e5\u672c\u8a9e\u306e\u6848\u5185\u6587\u3092\u898b\u305b\u306a\u304c\u3089\u8aac\u660e\u3057\u307e\u3059\n4. **\u6bce\u671d\u3001\u76f4\u3057\u306e\u5f85\u3061\u884c\u5217\u3092\u7247\u3065\u3051\u308b** \u2026 \u62c5\u5f53\u304c\u8cc7\u6599\u3092\u76f4\u3057\u3001\u78ba\u8a8d\u65e5\u3092\u66f8\u304d\u63db\u3048\u307e\u3059\n\n**2\u756a\u76ee\u3092\u7701\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u300c\u8981\u78ba\u8a8d\u300d\u306e\u5370\u306f\u3001**\u305d\u306e\u60c5\u5831\u3092\u8ab0\u3082\u6700\u8fd1\u78ba\u304b\u3081\u3066\u3044\u306a\u3044**\u3068\u3044\u3046\u3057\u308b\u3057\u3067\u3059\u3002\u78ba\u304b\u3081\u305a\u306b\u4f1d\u3048\u308b\u3068\u3001\u5bbf\u6cca\u5ba2\u304c\u9589\u307e\u3063\u305f\u5e97\u306e\u524d\u3067\u7acb\u3061\u5c3d\u304f\u3057\u307e\u3059\u3002\n\n**\u76ee\u6a19\u306f\u3001720\u4ef6\u3092\u306a\u3089\u3057\u30661\u4ef62\u5206\u3067\u3059\u3002** \u8cc7\u6599\u3092\u63a2\u3059\u6642\u9593\u3068\u5916\u56fd\u8a9e\u306b\u8a33\u3059\u6642\u9593\u3092\u6e1b\u3089\u3057\u3001**\u6848\u5185\u6587\u3068\u6839\u62e0\u3092\u8aad\u3080\u6642\u9593\u3068\u3001\u8981\u78ba\u8a8d\u306e\u78ba\u304b\u3081**\u3092\u6b8b\u3059\u60f3\u5b9a\u3067\u3059\u3002\n\n### \u4f8b\u5916\u51e6\u7406\n\n| \u8d77\u304d\u308b\u3053\u3068 | \u5bfe\u5fdc |\n|:--|:--|\n| \u8cc7\u6599\u306b\u5f53\u305f\u308b\u8a18\u8f09\u304c\u7121\u3044 | `NO_RELEVANT_CONTENT`\u3002`no_source` \u3067\u76f4\u3057\u306e\u5f85\u3061\u884c\u5217\u3078\u3002\u30d5\u30ed\u30f3\u30c8\u4fc2\u304c\u8abf\u3079\u3066\u7b54\u3048\u308b |\n| \u6839\u62e0\u306e\u30b9\u30b3\u30a2\u304c\u4f4e\u304f\u7b54\u3048\u304c\u843d\u3061\u305f | `LOW_GROUNDED_CONTENT`\u3002\u8cc7\u6599\u306e\u898b\u51fa\u3057\u3084\u8a00\u8449\u304c\u8cea\u554f\u3068\u5408\u3063\u3066\u3044\u306a\u3044\u304b\u3092\u898b\u308b |\n| \u6839\u62e0\u306e\u78ba\u8a8d\u65e5\u304c\u53e4\u3044 | `stale`\u3002\u300c\u8981\u78ba\u8a8d\u300d\u3092\u51fa\u3057\u3001\u78ba\u304b\u3081\u3066\u304b\u3089\u4f1d\u3048\u308b |\n| \u5916\u56fd\u8a9e\u306e\u6848\u5185\u6587\u306e\u6570\u5b57\u304c\u4e00\u81f4\u3057\u306a\u3044 | \u5916\u56fd\u8a9e\u306e\u6848\u5185\u6587\u3092\u51fa\u3055\u305a\u3001\u65e5\u672c\u8a9e\u306e\u6848\u5185\u6587\u3067\u8aac\u660e\u3059\u308b |\n| \u6709\u52b9\u671f\u9593\u306b\u5165\u308b\u6642\u523b\u8868\u304c\u7121\u3044 | \u30c0\u30a4\u30e4\u6539\u6b63\u306e\u5199\u3057\u5fd8\u308c\u3002\u4e8b\u696d\u8005\u306e\u6642\u523b\u8868\u3067\u7b54\u3048\u3001\u5199\u3057\u3092\u62c5\u5f53\u3078\u4f9d\u983c |\n| \u5bbf\u6cca\u5ba2\u304b\u3089\u300c\u9589\u307e\u3063\u3066\u3044\u305f\u300d\u3068\u8a00\u308f\u308c\u305f | \u76f4\u3057\u3092\u767b\u9332\u3057\u3001\u305d\u306e\u8cc7\u6599\u306e\u78ba\u8a8d\u65e5\u3092\u5f85\u3061\u884c\u5217\u3067\u66f4\u65b0\u3059\u308b |\n| \u6599\u91d1\u3084\u4e88\u7d04\u306e\u898f\u5b9a\u3092\u805e\u304b\u308c\u305f | \u7b54\u3048\u305a\u3001\u5bbf\u6cca\u306e\u62c5\u5f53\u306e\u624b\u9806\u306b\u56de\u3059 |\n| \u691c\u7d22\u304c\u5fdc\u7b54\u3057\u306a\u3044 | \u7d19\u306e\u30d5\u30a1\u30a4\u30eb\u3068\u6642\u523b\u8868\u3067\u7b54\u3048\u308b\u3002\u7d19\u306f\u6368\u3066\u305a\u306b\u6b8b\u3059 |\n\n**3\u884c\u76ee\u30686\u884c\u76ee\u304c\u3001\u3053\u306e\u69cb\u6210\u3092\u751f\u304b\u3059\u304b\u6bba\u3059\u304b\u3092\u6c7a\u3081\u307e\u3059\u3002** \u3069\u3061\u3089\u3082**\u8cc7\u6599\u306e\u78ba\u8a8d\u65e5\u3092\u3001\u904b\u7528\u306e\u4e2d\u3067\u65b0\u3057\u304f\u4fdd\u3064**\u305f\u3081\u306e\u884c\u3067\u3059\u3002\u78ba\u8a8d\u65e5\u304c\u66f4\u65b0\u3055\u308c\u306a\u3044\u8cc7\u6599\u306f\u3001\u6642\u9593\u3068\u3068\u3082\u306b\u300c\u8981\u78ba\u8a8d\u300d\u3060\u3089\u3051\u306b\u306a\u308a\u3001\u30d5\u30ed\u30f3\u30c8\u4fc2\u304c\u753b\u9762\u3092\u898b\u306a\u304f\u306a\u308a\u307e\u3059\u3002\n\n### \u4fdd\u5b58\u30fb\u30ed\u30b0\n\n- \u8cea\u554f\u306e\u6587\u3001\u30d5\u30ed\u30f3\u30c8\u4fc2\u306e ID\u3001\u65e5\u6642\u3001\u30bb\u30c3\u30b7\u30e7\u30f3\u306e ID\n- answer \u30e1\u30bd\u30c3\u30c9\u306e\u5fdc\u7b54\u306e\u5168\u6587\uff08\u51fa\u5178\u3068\u6839\u62e0\u306e\u30b9\u30b3\u30a2\u3092\u542b\u3080\uff09\n- \u6839\u62e0\u3054\u3068\u306e\u78ba\u8a8d\u65e5\u3068 `stale` \u306e\u5224\u5b9a\n- \u5916\u56fd\u8a9e\u306e\u6848\u5185\u6587\u3068\u3001\u6570\u5b57\u306e\u6bd4\u8f03\u306e\u7d50\u679c\n- \u76f4\u3057\u306e\u767b\u9332\u3068\u3001\u8cc7\u6599\u306b\u53cd\u6620\u3057\u305f\u65e5\n- \u8cea\u554f\u306e\u591a\u3044\u8cc7\u6599\u3068\u3001`no_source` \u306e\u591a\u3044\u8cea\u554f\n\n**\u6700\u5f8c\u306e\u884c\u306f\u3001\u8cc7\u6599\u306e\u6574\u5099\u306e\u9806\u756a\u3092\u6c7a\u3081\u308b\u6750\u6599\u306b\u306a\u308a\u307e\u3059\u3002** `no_source` \u306e\u591a\u3044\u8cea\u554f\u306f**\u8cc7\u6599\u304c\u8db3\u308a\u306a\u3044\u5206\u91ce**\u3067\u3001\u805e\u304b\u308c\u308b\u56de\u6570\u306e\u591a\u3044\u8cc7\u6599\u306f**\u78ba\u8a8d\u65e5\u3092\u3053\u307e\u3081\u306b\u66f4\u65b0\u3059\u3079\u304d\u8cc7\u6599**\u3067\u3059\u3002\n\n**\u5bbf\u6cca\u5ba2\u306e\u500b\u4eba\u306e\u60c5\u5831\u306f\u8a18\u9332\u306b\u5165\u308a\u307e\u305b\u3093\u3002** \u8cea\u554f\u306e\u6587\u306b\u540d\u524d\u3084\u90e8\u5c4b\u756a\u53f7\u304c\u5165\u3063\u3066\u3044\u305f\u3089\u3001\u8a18\u9332\u304b\u3089\u6d88\u3059\u624b\u9806\u3092\u6c7a\u3081\u3066\u304a\u304d\u307e\u3059\u3002","minimal_setup":"1. \u3088\u304f\u805e\u304b\u308c\u308b\u8cea\u554f\u309230\u4ef6\u66f8\u304d\u51fa\u3059\uff08**\u99c5\u3078\u306e\u30d0\u30b9\u3001\u671d\u65e9\u304f\u958b\u3044\u3066\u3044\u308b\u5e97\u3001\u5927\u6d74\u5834\u306e\u6642\u9593\u3001\u89b3\u5149\u5730\u3078\u306e\u884c\u304d\u65b9\u3092\u5fc5\u305a\u5165\u308c\u308b**\uff09\n2. \u305d\u306e30\u4ef6\u306b\u95a2\u308f\u308b\u9928\u5185\u6848\u5185\u30fb\u5468\u8fba\u30ac\u30a4\u30c9\u30fb\u6642\u523b\u8868\u3092\u96c6\u3081\u3001\u305d\u308c\u305e\u308c\u306b\u78ba\u8a8d\u65e5\u3092\u66f8\u304f\n3. \u8cc7\u6599\u3092\u624b\u5143\u306eAI\u30b5\u30fc\u30d3\u30b9\u306b\u8aad\u307f\u8fbc\u307e\u305b\u3001\u300c\u3053\u306e\u8cc7\u6599\u3060\u3051\u3092\u6839\u62e0\u306b\u3001\u30d5\u30ed\u30f3\u30c8\u4fc2\u304c\u5bbf\u6cca\u5ba2\u306b\u4f1d\u3048\u308b\u77ed\u3044\u6848\u5185\u6587\u3092\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\u8cc7\u6599\u306b\u7121\u3044\u3053\u3068\u306f\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\u4eca\u55b6\u696d\u4e2d\u3068\u8a00\u3044\u5207\u3089\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u300d\u3068\u6307\u793a\u3057\u306630\u4ef6\u3092\u805e\u304f\n4. \u51fa\u3066\u304d\u305f\u6848\u5185\u6587\u3092\u3001\u30d9\u30c6\u30e9\u30f3\u306e\u30d5\u30ed\u30f3\u30c8\u4fc2\u304c\u8aad\u3093\u3067\u3001\u6b63\u3057\u3044\u304b\u30fb\u5bbf\u6cca\u5ba2\u306b\u4f1d\u3048\u3089\u308c\u308b\u304b\u3092\u5224\u5b9a\u3059\u308b\n5. 5\u4ef6\u3092\u82f1\u8a9e\u3067\u4f5c\u308a\u76f4\u3055\u305b\u3001\u6642\u523b\u3068\u6570\u5b57\u304c\u65e5\u672c\u8a9e\u3068\u4e00\u81f4\u3059\u308b\u304b\u3092\u898b\u308b\n\n**30\u4ef6\u306f\u5fc5\u305a\u3084\u3063\u3066\u304f\u3060\u3055\u3044\u3002** \u30c7\u30fc\u30bf\u30b9\u30c8\u30a2\u3092\u7d44\u3080\u524d\u306b\u3001**\u300c\u8cc7\u6599\u3060\u3051\u3067\u7b54\u3048\u3089\u308c\u308b\u8cea\u554f\u304c\u3069\u308c\u3060\u3051\u3042\u308b\u304b\u300d**\u3092\u78ba\u304b\u3081\u307e\u3059\u3002\n\n| \u51fa\u3066\u304d\u305f\u5185\u5bb9 | \u5224\u65ad |\n|:--|:--|\n| \u30d9\u30c6\u30e9\u30f3\u304c\u898b\u3066\u6b63\u3057\u304f\u3001\u305d\u306e\u307e\u307e\u4f1d\u3048\u3089\u308c\u305f | **\u5468\u8fba\u30ac\u30a4\u30c9\u306e\u5206\u5272\u3068\u78ba\u8a8d\u65e5\u306e\u4ed8\u4e0e\u306b\u9032\u3080** |\n| \u8cc7\u6599\u306b\u7121\u3044\u5e97\u3092\u6319\u3052\u305f\u3001\u55b6\u696d\u4e2d\u3068\u8a00\u3044\u5207\u3063\u305f | \u6307\u793a\u306e\u66f8\u304d\u65b9\u3067\u76f4\u308b\u3002**\u69cb\u6210\u306f\u6709\u52b9** |\n| \u8cc7\u6599\u304c\u53e4\u304f\u3001\u30d9\u30c6\u30e9\u30f3\u304c\u300c\u4eca\u306f\u9055\u3046\u300d\u3068\u8a00\u3063\u305f | **\u8cc7\u6599\u3092\u78ba\u304b\u3081\u76f4\u3059\u306e\u304c\u5148\u3002** AI\u306e\u554f\u984c\u3067\u306f\u306a\u3044 |\n\n**3\u884c\u76ee\u304c\u51fa\u308b\u3053\u3068\u306f\u73cd\u3057\u304f\u3042\u308a\u307e\u305b\u3093\u3002** \u5931\u6557\u3067\u306f\u306a\u304f\u3001**\u30d5\u30ed\u30f3\u30c8\u3067\u300c\u9589\u307e\u3063\u3066\u3044\u305f\u300d\u3068\u8a00\u308f\u308c\u3066\u3044\u305f\u7406\u7531\u304c1\u3064\u5206\u304b\u3063\u305f\u3068\u3044\u3046\u3053\u3068\u3067\u3059\u3002** \u305d\u306e\u5834\u5408\u306f\u300130\u4ef6\u306b\u95a2\u308f\u308b\u8cc7\u6599\u3060\u3051\u3092\u78ba\u304b\u3081\u76f4\u3057\u3001\u78ba\u8a8d\u65e5\u3092\u66f8\u3044\u3066\u304b\u3089\u540c\u305830\u4ef6\u3067\u8a66\u3057\u76f4\u3057\u307e\u3059\u3002**\u78ba\u304b\u3081\u76f4\u3057\u305f\u8cc7\u6599\u3067\u7b54\u3048\u304c\u3069\u3053\u307e\u3067\u5909\u308f\u308b\u304b**\u304c\u3001\u78ba\u8a8d\u65e5\u3092\u6301\u305f\u305b\u308b\u610f\u5473\u3092\u793a\u3057\u307e\u3059\u3002","minimal_setup_short":"\u8cc7\u6599\u3092\u624b\u3067AI\u306e\u753b\u9762\u306b\u8aad\u307f\u8fbc\u307e\u305b\u3001\u30d5\u30ed\u30f3\u30c8\u4fc2\u304c\u8cea\u554f\u3059\u308b \uff0f \u8cc7\u6599\u3092\u63a2\u3057\u3066\u6848\u5185\u3092\u66f8\u304f\u6642\u9593","semi_auto_setup":"\u4e0a\u8a18\uff0b\u8cc7\u6599\u3092\u78ba\u8a8d\u65e5\u3064\u304d\u3067\u30c7\u30fc\u30bf\u30b9\u30c8\u30a2\u306b\u5165\u308c\u3001\u6709\u52b9\u671f\u9593\u3067\u7d5e\u3063\u3066\u691c\u7d22\u3059\u308b \uff0f \u7d5e\u3063\u305f\u691c\u7d22\u3068\u6839\u62e0\u306e\u8868\u793a","full_setup":"\u4e0a\u8a18\uff0b\u78ba\u8a8d\u65e5\u306e\u5370\u3001\u9bae\u5ea6\u306e\u91cd\u307f\u4ed8\u3051\u3001\u5916\u56fd\u8a9e\u306e\u6848\u5185\u6587\u3068\u6570\u5b57\u306e\u6bd4\u8f03\u3001\u76f4\u3057\u306e\u5f85\u3061\u884c\u5217\u3068\u8a18\u9332\u3092\u3064\u306a\u3050 \uff0f \u6848\u5185\u6587\u30fb\u78ba\u8a8d\u65e5\u30fb\u5916\u56fd\u8a9e\u30fb\u76f4\u3057\u306e\u5168\u4f53","level_note":"**\u6700\u5c0f\u69cb\u6210\u3067\u306f\u3001\u78ba\u8a8d\u65e5\u3092\u81ea\u52d5\u3067\u6dfb\u3048\u3089\u308c\u307e\u305b\u3093\u3002** \u30d5\u30ed\u30f3\u30c8\u4fc2\u304c\u6839\u62e0\u306e\u8cc7\u6599\u306e\u78ba\u8a8d\u65e5\u3092\u81ea\u5206\u3067\u898b\u307e\u3059\u3002**\u78ba\u304b\u3081\u308b\u305f\u3081\u306e\u6bb5\u968e\u3067\u3059\u3002**\n**\u534a\u81ea\u52d5\u5316\u3067\u30011\u4ef65\u5206\u304c3\u5206\u7a0b\u5ea6\u306b\u306a\u308a\u307e\u3059\u3002** \u8cc7\u6599\u3092\u63a2\u3059\u6642\u9593\u306f\u6e1b\u308a\u307e\u3059\u304c\u3001\u78ba\u8a8d\u65e5\u3092\u898b\u3066\u5224\u65ad\u3057\u3001\u5916\u56fd\u8a9e\u306b\u8a33\u3059\u4f5c\u696d\u304c\u6b8b\u308a\u307e\u3059\u3002**\u672c\u683c\u69cb\u6210\u30672\u5206\u306b\u306a\u308a\u3001\u3053\u306e\u6bb5\u968e\u304c\u672c\u8a18\u4e8b\u306e\u60f3\u5b9a\u3067\u3059\u3002** \u5dee\u304c\u5927\u304d\u3044\u306e\u306f\u3001**\u5916\u56fd\u8a9e\u306e\u6848\u5185\u6587\u3068\u6570\u5b57\u306e\u6bd4\u8f03\u3092\u3001\u753b\u9762\u306e\u4e2d\u3067\u7d42\u3048\u3089\u308c\u308b\u304b**\u306e\u9055\u3044\u3067\u3059\u3002\n**\u6bb5\u968e\u3092\u98db\u3070\u3055\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u534a\u81ea\u52d5\u5316\u30671\u304b\u6708\u4f7f\u3046\u3068\u3001**`no_source` \u306e\u591a\u3044\u8cea\u554f\u3068\u3001\u78ba\u8a8d\u65e5\u306e\u53e4\u3044\u8cc7\u6599**\u304c\u5148\u306b\u5206\u304b\u308a\u307e\u3059\u3002","troubleshooting":"| \u554f\u984c | \u5bfe\u7b56 |\n|:--|:--|\n| \u300c\u4eca\u55b6\u696d\u4e2d\u3067\u3059\u300d\u3068\u8a00\u3044\u5207\u308b | \u6307\u793a\u3067\u7981\u3058\u3001\u300c\u8cc7\u6599\u3067\u306f\u301c\u300d\u306e\u8a00\u3044\u65b9\u306b\u3055\u305b\u308b |\n| \u53e4\u3044\u8cc7\u6599\u306e\u307e\u307e\u7b54\u3048\u308b | \u78ba\u8a8d\u65e5\u3092\u8cc7\u6599\u306b\u6301\u305f\u305b\u3001\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u6dfb\u3048\u3066\u53e4\u3044\u3082\u306e\u306b\u5370\u3092\u4ed8\u3051\u308b |\n| \u51ac\u5b63\u30c0\u30a4\u30e4\u3068\u590f\u5b63\u30c0\u30a4\u30e4\u304c\u6df7\u3056\u308b | \u6709\u52b9\u671f\u9593\u3092\u6642\u523b\u8868\u306b\u6301\u305f\u305b\u3001\u4eca\u65e5\u306e\u65e5\u4ed8\u3067\u7d5e\u308b |\n| \u5e73\u65e5\u3068\u571f\u65e5\u795d\u306e\u6642\u523b\u3092\u53d6\u308a\u9055\u3048\u308b | \u6642\u523b\u8868\u306b\u66dc\u65e5\u306e\u533a\u5206\u3092\u6301\u305f\u305b\u3001\u4e21\u65b9\u3092\u66f8\u304b\u305b\u308b |\n| \u5916\u56fd\u8a9e\u306e\u6848\u5185\u6587\u3067\u6642\u523b\u3092\u53d6\u308a\u9055\u3048\u308b | \u6570\u5b57\u3092\u629c\u304d\u51fa\u3057\u3066\u6bd4\u3079\u3001\u4e00\u81f4\u3057\u306a\u3044\u3082\u306e\u306f\u51fa\u3055\u306a\u3044 |\n| \u8cc7\u6599\u306b\u7121\u3044\u5e97\u3092\u6319\u3052\u308b | \u6307\u793a\u3067\u7981\u3058\u3001`ignoreLowRelevantContent` \u3092\u6709\u52b9\u306b\u3059\u308b |\n| \u5e97\u3092\u52e7\u3081\u3066\u3044\u308b\u3088\u3046\u306b\u898b\u3048\u308b | \u8cc7\u6599\u306b\u8a55\u4fa1\u3092\u66f8\u304b\u305a\u3001\u6307\u793a\u3067\u3082\u8a55\u4fa1\u3092\u7981\u3058\u308b |\n| \u91cd\u307f\u4ed8\u3051\u3067\u53e4\u3044\u8cc7\u6599\u304c\u6d88\u3048\u305f\u3068\u601d\u3044\u8fbc\u3080 | \u91cd\u307f\u4ed8\u3051\u306f\u4e26\u3079\u65b9\u3092\u5909\u3048\u308b\u3060\u3051\u3002\u53e4\u3044\u8cc7\u6599\u306f\u5370\u3067\u6271\u3046 |\n| \u76f4\u3057\u306e\u767b\u9332\u304c\u8cc7\u6599\u306b\u53cd\u6620\u3055\u308c\u306a\u3044 | \u6bce\u671d\u306e\u62c5\u5f53\u3092\u6c7a\u3081\u3001\u53cd\u6620\u307e\u3067\u306f\u76f4\u3057\u306e\u5185\u5bb9\u3092\u753b\u9762\u306b\u51fa\u3059 |\n| \u5bbf\u6cca\u5ba2\u306e\u540d\u524d\u304c\u8cea\u554f\u306b\u5165\u308b | \u5165\u529b\u6b04\u306b\u6ce8\u610f\u3092\u51fa\u3057\u3001\u8a18\u9332\u304b\u3089\u6d88\u3059\u624b\u9806\u3092\u6c7a\u3081\u308b |\n\n**\u4e0a\u306e2\u884c\u304c\u3001\u3053\u306e\u69cb\u6210\u306e\u5931\u6557\u306e\u307b\u3068\u3093\u3069\u3067\u3059\u3002** \u3069\u3061\u3089\u3082\u7b54\u3048\u306e\u6587\u306f\u8cc7\u6599\u306e\u901a\u308a\u3067\u3001**\u8cc7\u6599\u306e\u65e5\u4ed8\u3092\u898b\u3066\u521d\u3081\u3066\u8aa4\u308a\u3068\u5206\u304b\u308a\u307e\u3059\u3002** \u78ba\u8a8d\u65e5\u3092\u30d7\u30ed\u30b0\u30e9\u30e0\u306e\u5074\u3067\u6dfb\u3048\u3066\u3044\u308b\u304b\u3067\u3001\u904b\u7528\u306b\u4e57\u308b\u304b\u304c\u6c7a\u307e\u308a\u307e\u3059\u3002","governance_notes":"**\u3053\u306e\u69cb\u6210\u3067\u6271\u3046\u30c7\u30fc\u30bf\uff1a** \u9928\u5185\u6848\u5185\u3001\u5468\u8fba\u306e\u5e97\u30fb\u65bd\u8a2d\u30fb\u4ea4\u901a\u306e\u60c5\u5831\u3001\u30d5\u30ed\u30f3\u30c8\u4fc2\u304c\u5165\u308c\u305f\u8cea\u554f\u306e\u6587\u3001\u305d\u3057\u3066**\u5bbf\u6cca\u5ba2\u306b\u6e21\u3059\u6848\u5185\u6587**\u3067\u3059\u3002\n\n1. **\u5bbf\u6cca\u5ba2\u306e\u500b\u4eba\u306e\u60c5\u5831\u3092\u5165\u308c\u306a\u3044** \u2026 \u6c0f\u540d\u3001\u90e8\u5c4b\u756a\u53f7\u3001\u540c\u884c\u8005\u3001\u4e88\u7d04\u306e\u5185\u5bb9\u306f\u3001\u5468\u8fba\u306e\u6848\u5185\u306b\u8981\u308a\u307e\u305b\u3093\u3002**\u5165\u529b\u6b04\u306b\u6ce8\u610f\u3092\u51fa\u3057\u3001** \u5165\u3063\u3066\u3057\u307e\u3063\u305f\u8a18\u9332\u306f\u6d88\u3059\u624b\u9806\u3092\u6c7a\u3081\u307e\u3059\n2. **\u6848\u5185\u306f\u30d5\u30ed\u30f3\u30c8\u4fc2\u304c\u78ba\u304b\u3081\u3066\u304b\u3089\u4f1d\u3048\u308b** \u2026 \u6848\u5185\u6587\u306f\u4e0b\u66f8\u304d\u3067\u3059\u3002**\u5bbf\u6cca\u5ba2\u306b\u76f4\u63a5\u898b\u305b\u308b\u753b\u9762\u306f\u4f5c\u3089\u305a\u3001** \u30d5\u30ed\u30f3\u30c8\u4fc2\u304c\u8aad\u3093\u3067\u78ba\u304b\u3081\u305f\u3082\u306e\u3060\u3051\u3092\u4f1d\u3048\u307e\u3059\n3. **\u78ba\u8a8d\u65e5\u306e\u53e4\u3044\u60c5\u5831\u3092\u8a00\u3044\u5207\u3089\u306a\u3044** \u2026 \u81e8\u6642\u4f11\u696d\u3084\u904b\u4f11\u306f\u3001\u8cc7\u6599\u3067\u306f\u5206\u304b\u308a\u307e\u305b\u3093\u3002**\u300c\u8cc7\u6599\u3067\u306f\u300d\u3068\u4f1d\u3048\u3001** \u5fc5\u8981\u306a\u3089\u5e97\u3084\u4e8b\u696d\u8005\u306e\u30b5\u30a4\u30c8\u306e\u78ba\u8a8d\u3092\u52e7\u3081\u307e\u3059\n4. **\u5e97\u3084\u65bd\u8a2d\u306e\u6271\u3044\u3092\u516c\u5e73\u306b\u3059\u308b** \u2026 \u63d0\u643a\u5e97\u304b\u3069\u3046\u304b\u306f\u4e8b\u5b9f\u3068\u3057\u3066\u66f8\u304d\u3001**\u8a55\u4fa1\u3084\u52e7\u3081\u306e\u8a00\u8449\u3092\u8cc7\u6599\u306b\u3082\u7b54\u3048\u306b\u3082\u5165\u308c\u307e\u305b\u3093**\n5. **\u5916\u56fd\u8a9e\u306e\u6848\u5185\u6587\u306e\u8aa4\u308a\u306b\u5099\u3048\u308b** \u2026 \u6570\u5b57\u306e\u6bd4\u8f03\u3067\u53d6\u308a\u9055\u3048\u3092\u6b62\u3081\u307e\u3059\u304c\u3001**\u9053\u9806\u306e\u8a00\u3044\u56de\u3057\u306e\u8aa4\u308a\u307e\u3067\u306f\u6b62\u3081\u3089\u308c\u307e\u305b\u3093\u3002** \u91cd\u8981\u306a\u6848\u5185\uff08\u7d42\u96fb\u30fb\u6700\u7d42\u4fbf\uff09\u306f\u3001\u65e5\u672c\u8a9e\u306e\u6848\u5185\u6587\u3092\u898b\u305b\u306a\u304c\u3089\u8aac\u660e\u3057\u307e\u3059\n6. **\u4e8b\u696d\u8005\u306e\u6642\u523b\u8868\u306e\u6271\u3044\u3092\u78ba\u304b\u3081\u308b** \u2026 \u5199\u3057\u305f\u6642\u523b\u8868\u3092\u30db\u30c6\u30eb\u306e\u4e2d\u3067\u4f7f\u3046\u7bc4\u56f2\u306f\u3001\u4e8b\u696d\u8005\u306e\u516c\u958b\u306e\u6761\u4ef6\u306b\u5f93\u3044\u307e\u3059\n\n\u8aa4\u308a\u304c\u8d77\u304d\u305f\u5834\u5408\u306e\u30ea\u30b9\u30af\u306f\u3001**\u53e4\u3044\u60c5\u5831\u3067\u5bbf\u6cca\u5ba2\u3092\u6848\u5185\u3059\u308b\u3053\u3068\u3068\u3001\u5916\u56fd\u8a9e\u306e\u6848\u5185\u3067\u6642\u523b\u3092\u53d6\u308a\u9055\u3048\u308b\u3053\u3068\u306e2\u3064\u3067\u3059\u3002** \u524d\u8005\u306f\u78ba\u8a8d\u65e5\u306e\u5370\u3068\u76f4\u3057\u306e\u767b\u9332\u3067\u3001\u5f8c\u8005\u306f\u6570\u5b57\u306e\u6bd4\u8f03\u3067\u6b62\u3081\u307e\u3059\u3002**\u3069\u3061\u3089\u3082\u3001\u30e2\u30c7\u30eb\u306e\u7b54\u3048\u306e\u5916\u306e\u4ed5\u7d44\u307f\u3067\u5b88\u308a\u307e\u3059\u3002**","recommended_for":"\u5ba2\u5ba4\u304c\u767e\u5ba4\u304b\u3089\u6570\u767e\u5ba4\u3042\u308a\u3001\u30d5\u30ed\u30f3\u30c8\u3067\u9928\u5185\u30fb\u5468\u8fba\u30fb\u4ea4\u901a\u306e\u8cea\u554f\u3092\u6bce\u65e5\u4f55\u5341\u4ef6\u3082\u53d7\u3051\u3066\u3044\u308b\u30db\u30c6\u30eb\u3002\u5468\u8fba\u306e\u60c5\u5831\u304c\u30d9\u30c6\u30e9\u30f3\u306e\u30d5\u30ed\u30f3\u30c8\u4fc2\u306e\u982d\u306e\u4e2d\u3068\u3001\u7d19\u306e\u30d5\u30a1\u30a4\u30eb\u3084\u63b2\u793a\u7269\u306b\u6563\u3089\u3070\u3063\u3066\u3044\u308b\u5834\u5408\u3002\u5916\u56fd\u304b\u3089\u306e\u5bbf\u6cca\u5ba2\u304c\u591a\u304f\u3001\u6848\u5185\u3092\u82f1\u8a9e\u306a\u3069\u3067\u8fd4\u3059\u5834\u9762\u304c\u591a\u3044\u5834\u5408\u3002\u591c\u9593\u3084\u65e9\u671d\u306f\u5c11\u4eba\u6570\u3067\u3001\u8a73\u3057\u3044\u4fc2\u304c\u3044\u306a\u3044\u6642\u9593\u5e2f\u304c\u3042\u308b\u5834\u5408\u3002","not_recommended_for":"\u5ba2\u5ba4\u304c\u6570\u5ba4\u3067\u3001\u30aa\u30fc\u30ca\u30fc\u304c\u5468\u8fba\u306e\u60c5\u5831\u3092\u3059\u3079\u3066\u628a\u63e1\u3057\u3066\u3044\u308b\u5bbf\u3002\u5468\u8fba\u306e\u60c5\u5831\u3092\u8ab0\u3082\u66f4\u65b0\u3057\u3066\u304a\u3089\u305a\u3001\u8cc7\u6599\u304c\u6570\u5e74\u524d\u306e\u307e\u307e\u306e\u5834\u5408\uff08\u5148\u306b\u60c5\u5831\u3092\u78ba\u304b\u3081\u76f4\u3059\u4ed5\u7d44\u307f\u304c\u8981\u308a\u307e\u3059\uff09\u3002\u5bbf\u6cca\u5ba2\u306b\u76f4\u63a5\u30c1\u30e3\u30c3\u30c8\u3092\u4f7f\u308f\u305b\u305f\u3044\u5834\u5408\uff08\u3053\u306e\u69cb\u6210\u306f\u30d5\u30ed\u30f3\u30c8\u4fc2\u304c\u4f7f\u3046\u524d\u63d0\u3067\u3001\u6848\u5185\u306f\u30d5\u30ed\u30f3\u30c8\u4fc2\u304c\u78ba\u304b\u3081\u3066\u304b\u3089\u4f1d\u3048\u307e\u3059\uff09\u3002\u4e88\u7d04\u30fb\u6599\u91d1\u30fb\u30ad\u30e3\u30f3\u30bb\u30eb\u306e\u898f\u5b9a\u3092\u7b54\u3048\u3055\u305b\u305f\u3044\u5834\u5408\uff08\u305d\u308c\u306f\u7d04\u6b3e\u3068\u4e88\u7d04\u306e\u4ed5\u7d44\u307f\u306e\u8a71\u3067\u3059\uff09\u3002","first_step":"**1\u9031\u76ee\uff1a\u3088\u304f\u805e\u304b\u308c\u308b\u8cea\u554f\u3092\u66f8\u304d\u51fa\u3059**\n\n\u30d5\u30ed\u30f3\u30c8\u4fc2\u5168\u54e1\u306b\u3001\u3053\u306e1\u304b\u6708\u3067\u805e\u304b\u308c\u305f\u8cea\u554f\u3092\u66f8\u304d\u51fa\u3057\u3066\u3082\u3089\u3044\u3001**\u591a\u3044\u3082\u306e\u304b\u308930\u4ef6**\u3092\u9078\u3073\u307e\u3059\u3002\u99c5\u3078\u306e\u30d0\u30b9\u3001\u671d\u65e9\u3044\u5e97\u3001\u5927\u6d74\u5834\u3001\u89b3\u5149\u5730\u3078\u306e\u884c\u304d\u65b9\u304c\u4e0a\u4f4d\u306b\u6765\u308b\u306f\u305a\u3067\u3059\u3002\n\n**2\u9031\u76ee\uff1a30\u4ef6\u3067\u8a66\u3059**\n\n\u305d\u306e30\u4ef6\u306b\u95a2\u308f\u308b\u8cc7\u6599\u3092\u624b\u5143\u306eAI\u30b5\u30fc\u30d3\u30b9\u306b\u8aad\u307f\u8fbc\u307e\u305b\u3001\u6848\u5185\u6587\u3092\u4f5c\u3089\u305b\u307e\u3059\u3002**\u30d9\u30c6\u30e9\u30f3\u304c\u8aad\u3093\u3067\u300c\u4eca\u306f\u9055\u3046\u300d\u3068\u8a00\u3063\u305f\u60c5\u5831\u3092\u3001\u6700\u512a\u5148\u3067\u66f8\u304d\u51fa\u3057\u307e\u3059\u3002**\n\n**3\u9031\u76ee\uff1a\u5468\u8fba\u30ac\u30a4\u30c9\u3092\u5206\u3051\u3066\u78ba\u8a8d\u65e5\u3092\u4ed8\u3051\u308b**\n\n\u5468\u8fba\u30ac\u30a4\u30c9\u3092\u5e97\u30fb\u65bd\u8a2d\u30fb\u8def\u7dda\u3054\u3068\u306e\u30d5\u30a1\u30a4\u30eb\u306b\u5206\u3051\u3001\u305d\u308c\u305e\u308c\u306b\u78ba\u8a8d\u65e5\u3068\u78ba\u304b\u3081\u305f\u65b9\u6cd5\u3092\u66f8\u304d\u307e\u3059\u3002**\u30d9\u30c6\u30e9\u30f3\u306e\u8a18\u61b6\u306b\u3057\u304b\u306a\u3044\u60c5\u5831**\u3092\u3001\u534a\u65e5\u304b\u3051\u3066\u805e\u304d\u53d6\u308a\u307e\u3059\u3002\n\n**4\u9031\u76ee\uff1a\u30c7\u30fc\u30bf\u30b9\u30c8\u30a2\u3068\u753b\u9762\u3092\u3064\u306a\u3050**\n\n\u30c7\u30fc\u30bf\u30b9\u30c8\u30a2\u3092\u4f5c\u3063\u3066\u8cc7\u6599\u3092\u53d6\u308a\u8fbc\u307f\u3001\u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0\u3067\u6709\u52b9\u671f\u9593\u306e\u7d5e\u308a\u8fbc\u307f\u3001\u78ba\u8a8d\u65e5\u306e\u5370\u3001\u9bae\u5ea6\u306e\u91cd\u307f\u4ed8\u3051\u3092\u4ed8\u3051\u307e\u3059\u3002**\u65e5\u4e2d\u306e\u30d5\u30ed\u30f3\u30c8\u4fc2\u3060\u3051\u304c\u4f7f\u3046\u5f62\u3067**\u59cb\u3081\u307e\u3059\u3002\n\n**2\u304b\u6708\u76ee\uff1a** \u5916\u56fd\u8a9e\u306e\u6848\u5185\u6587\u3068\u6570\u5b57\u306e\u6bd4\u8f03\u3092\u8db3\u3057\u3001\u591c\u9593\u306e\u4f53\u5236\u3067\u3082\u4f7f\u3044\u307e\u3059\u3002`stale` \u3068 `no_source` \u306e\u4ef6\u6570\u3092\u6bce\u9031\u6570\u3048\u307e\u3059\u3002**3\u304b\u6708\u76ee\u4ee5\u964d\uff1a** 1\u4ef65\u5206\u304c\u4f55\u5206\u306b\u306a\u3063\u305f\u304b\u3092\u5b9f\u6e2c\u3057\u307e\u3059\u3002**\u6bce\u671d\u306e\u76f4\u3057\u306e\u7247\u3065\u3051\u304c\u5b9a\u7740\u3057\u3001\u300c\u8981\u78ba\u8a8d\u300d\u306e\u5370\u304c\u4e00\u5b9a\u306e\u5272\u5408\u3088\u308a\u5897\u3048\u306a\u304f\u306a\u3063\u305f\u6642\u70b9\u3067\u3001\u3053\u306e\u69cb\u6210\u306f\u5b8c\u6210\u3067\u3059\u3002**\n\n---","related_usecases":["UC-0962","UC-0428","UC-0037","UC-0272"],"related_articles":[{"id":4355,"slug":"webinar-shitsumon-denai","title":"\u30a6\u30a7\u30d3\u30ca\u30fc\u3067\u8cea\u554f\u304c\u51fa\u306a\u3044\u306e\u306f\u306a\u305c\uff1f\uff5c\u5bfe\u8a71\u304c\u751f\u307e\u308c\u308b\u9032\u884c"},{"id":8642,"slug":"taiwa-rireki-hozon-sakujo","title":"\u6d88\u3057\u305f\u306f\u305a\u306e\u5bfe\u8a71\u5c65\u6b74\u304c\u6b8b\u308b\u539f\u56e0\u3068\u5bfe\u7b56\uff5c\u6cd5\u4eba\u5951\u7d04\u3067\u898b\u3048\u308b\u7bc4\u56f2"},{"id":4094,"slug":"shoninzu-benkyokai-lead-ai","title":"\u5c11\u4eba\u6570\u306e\u52c9\u5f37\u4f1a\u306f\u5927\u578b\u30bb\u30df\u30ca\u30fc\u306b\u52dd\u3066\u308b\u304b\uff5c\u6fc3\u3044\u5bfe\u8a71\u3067\u30ea\u30fc\u30c9\u3092\u6df1\u3081\u308b"}],"sources":"| \u78ba\u8a8d\u3057\u305f\u5185\u5bb9 | \u60c5\u5831\u6e90 | \u78ba\u8a8d\u65e5 |\n|:--|:--|:--|\n| Vertex AI Search \u304c Agent Search \u3078\u6539\u79f0\u4e2d\u3067\u3042\u308b\u3053\u3068\u3002answer \u30e1\u30bd\u30c3\u30c9\u304c\u691c\u7d22\u7d50\u679c\u304b\u3089\u56de\u7b54\u3092\u4f5c\u308b\u3053\u3068\u3002\u524d\u306e\u30bb\u30c3\u30b7\u30e7\u30f3\u306e ID \u3067\u3084\u308a\u53d6\u308a\u3092\u7d9a\u3051\u3089\u308c\u308b\u3053\u3068\u3002`includeCitations`\uff08\u65e2\u5b9a\u306f\u7121\u52b9\uff09\u3001`ignoreLowRelevantContent`\u3001`preamble`\u3001`answerLanguageCode`\uff08BCP 47 \u306e\u8a00\u8a9e\u30bf\u30b0\uff09\u3001`relatedQuestionsSpec`\u3001`searchSpec` \u306e `filter` \u3068 `boostSpec`\u3002`groundingSpec` \u306e `filteringLevel`\uff08`FILTERING_LEVEL_LOW`\uff0f`HIGH`\uff09\u3068\u51fa\u5178\u3054\u3068\u306e\u6839\u62e0\u306e\u30b9\u30b3\u30a2\u3001`answerSkippedReasons` \u306e `NO_RELEVANT_CONTENT`\uff0f`LOW_GROUNDED_CONTENT` | [Google Cloud: Get answers and follow-ups](https:\/\/docs.cloud.google.com\/generative-ai-app-builder\/docs\/answer) | 2026-10-08 |\n| \u691c\u7d22\u306e\u91cd\u307f\u4ed8\u3051\u306e\u5024\u304c \u22121 \u304b\u3089 1 \u306e\u7bc4\u56f2\u3067\u3042\u308b\u3053\u3068\u3002\u6761\u4ef6\u306f\u7d5e\u308a\u8fbc\u307f\u306e\u5f0f\u3067\u66f8\u304f\u3053\u3068\u3002\u9bae\u5ea6\u306e\u91cd\u307f\u4ed8\u3051\u304c\u3001\u691c\u7d22\u3057\u305f\u65e5\u6642\u3068\u8cc7\u6599\u306e\u65e5\u6642\u306e\u9805\u76ee\u3068\u306e\u9593\u9694\u3067\u91cd\u307f\u3092\u6c7a\u3081\u3001\u70b9\u306e\u9593\u3092\u76f4\u7dda\u3067\u3064\u306a\u3050\u3053\u3068\u3002\u69cb\u9020\u5316\u30fb\u975e\u69cb\u9020\u5316\u30fb\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8\u306e\u30c7\u30fc\u30bf\u3092\u6301\u3064\u691c\u7d22\u306e\u30a2\u30d7\u30ea\u306b\u4f7f\u3048\u308b\u3053\u3068 | [Google Cloud: Boost search results](https:\/\/docs.cloud.google.com\/generative-ai-app-builder\/docs\/boost-search-results) | 2026-10-08 |\n| \u691c\u7d22\u306e\u5bfe\u8c61\u306b\u3067\u304d\u308b\u5f62\u5f0f\uff08TXT\u3001JSON\u3001Markdown\u3001PDF\u3001HTML\u3001DOCX\u3001PPTX\u3001XLSX\u3001XLSM\uff09\u30011\u30d5\u30a1\u30a4\u30eb200MB\u307e\u3067\u3002Cloud Storage \u306e\u30e1\u30bf\u30c7\u30fc\u30bf\u304c JSON Lines \u3067 `id`\u3001`content` \u306e `uri`\u30fb`mimeType`\u3001`structData`\uff0f`jsonData` \u3092\u6301\u3064\u3053\u3068 | [Google Cloud: Prepare data for ingesting](https:\/\/docs.cloud.google.com\/generative-ai-app-builder\/docs\/prepare-data) | 2026-10-08 |\n| \u7d5e\u308a\u8fbc\u307f\u306e\u6bd4\u8f03\u306e\u6f14\u7b97\u5b50\u3001`AND`\uff0f`OR`\u3001\u65e5\u4ed8\u3092 ISO 8601 \u306e\u6587\u5b57\u5217\u3067\u6bd4\u3079\u3089\u308c\u308b\u3053\u3068\u3001\u9805\u76ee\u3092\u7d22\u5f15\u53ef\u80fd\u306b\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u3053\u3068 | [Google Cloud: Filter search for structured or unstructured data](https:\/\/docs.cloud.google.com\/generative-ai-app-builder\/docs\/filter-search-metadata) | 2026-10-08 |\n\n**\u5e97\u306e\u55b6\u696d\u6642\u9593\u3084\u4ea4\u901a\u306e\u6642\u523b\u306f\u3001\u5404\u4e8b\u696d\u8005\u306e\u767a\u8868\u3059\u308b\u6700\u65b0\u306e\u60c5\u5831\u3092\u6b63\u3068\u3057\u3066\u304f\u3060\u3055\u3044\u3002** \u672c\u8a18\u4e8b\u306f Google Cloud \u306e\u516c\u5f0f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u78ba\u8a8d\u3067\u304d\u305f\u7bc4\u56f2\u3060\u3051\u3092\u6271\u3063\u3066\u3044\u307e\u3059\u3002\n\n**\u5b9f\u88c5\u30b9\u30c6\u30fc\u30bf\u30b9\uff1a\u69cb\u6210\u4f8b\u3002** 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