{"id":14315,"date":"2026-10-06T09:04:18","date_gmt":"2026-10-06T00:04:18","guid":{"rendered":"https:\/\/debono.co.jp\/media\/ai-usecase\/new-grad-applicant-chat-faq\/"},"modified":"2026-10-06T09:04:18","modified_gmt":"2026-10-06T00:04:18","slug":"new-grad-applicant-chat-faq","status":"publish","type":"ai_usecase","link":"https:\/\/debono.co.jp\/media\/ai-usecase\/new-grad-applicant-chat-faq\/","title":{"rendered":"\u65b0\u5352\u63a1\u7528\u306e\u5b66\u751f\u304b\u3089\u306e\u8cea\u554f\u306b\u3001\u5352\u696d\u5e74\u5ea6\u3054\u3068\u306e\u52df\u96c6\u8981\u9805\u3068\u9078\u8003\u6848\u5185\u3092\u6839\u62e0\u306b\u30c1\u30e3\u30c3\u30c8\u3067\u7b54\u3048\u3001\u500b\u5225\u306e\u76f8\u8ac7\u3092\u63a1\u7528\u62c5\u5f53\u3078\u56de\u3059"},"content":{"rendered":"","protected":false},"excerpt":{"rendered":"<p>\u65b0\u5352\u63a1\u7528\u306e\u5b66\u751f\u304b\u3089\u63a1\u7528\u30b5\u30a4\u30c8\u306e\u30c1\u30e3\u30c3\u30c8\u306b\u5c4a\u304f\u300c\u9078\u8003\u306f\u4f55\u56de\u3042\u308a\u307e\u3059\u304b\u300d\u300c\u914d\u5c5e\u306f\u5e0c\u671b\u3067\u304d\u307e\u3059\u304b\u300d\u3068\u3044\u3063\u305f\u8cea\u554f\u306b\u3001\u305d\u306e\u5b66\u751f\u306e\u5352\u696d\u5e74\u5ea6\u3068\u30b3\u30fc\u30b9\u306e\u52df\u96c6\u8981\u9805\u30fb\u9078\u8003\u6848\u5185\u30fb\u63a1\u7528FAQ\u3060\u3051\u3092\u6839\u62e0\u306b\u7b54\u3048\u307e\u3059\u3002\u500b\u5225\u306e\u4e8b\u60c5\u306e\u76f8\u8ac7\u3068\u3001\u6848\u5185\u306b\u7121\u3044\u8cea\u554f\u306f\u63a1\u7528\u62c5\u5f53\u3078\u56de\u3057\u307e\u3059\u3002<\/p>\n","protected":false},"author":5,"featured_media":0,"template":"","meta":{"swell_btn_cv_data":"","usecase_id":"UC-0423","platform_main":"Google Vertex AI","publish_date":"","last_updated":"2026-10-06","tech_verified_date":"2026-10-05","trigger":"**\u5b66\u751f\u304c\u30c1\u30e3\u30c3\u30c8\u306b\u8cea\u554f\u3092\u66f8\u3044\u305f\u3068\u304d\u306b\u52d5\u304d\u307e\u3059\u3002** \u6700\u521d\u306e\u753b\u9762\u3067\u5352\u696d\u5e74\u5ea6\u3068\u30b3\u30fc\u30b9\u3092\u9078\u3093\u3067\u3082\u3089\u3044\u3001\u9078\u3076\u307e\u3067\u306f\u8cea\u554f\u6b04\u3092\u958b\u304d\u307e\u305b\u3093\u3002**\u5e74\u5ea6\u3092\u9078\u3070\u305a\u306b\u8cea\u554f\u3067\u304d\u308b\u4f5c\u308a\u306b\u3059\u308b\u3068\u3001\u691c\u7d22\u306e\u7bc4\u56f2\u3092\u5207\u308c\u307e\u305b\u3093\u3002**\n\n\u30b3\u30fc\u30b9\u306f\u300c\u5168\u56fd\u30b3\u30fc\u30b9\u300d\u300c\u5730\u57df\u9650\u5b9a\u30b3\u30fc\u30b9\u300d\u300c\u307e\u3060\u6c7a\u3081\u3066\u3044\u306a\u3044\u300d\u306e3\u3064\u304b\u3089\u9078\u3073\u307e\u3059\u3002**\u307e\u3060\u6c7a\u3081\u3066\u3044\u306a\u3044\u5b66\u751f\u306b\u306f\u3001\u4e21\u65b9\u306e\u30b3\u30fc\u30b9\u306e\u6587\u66f8\u3092\u691c\u7d22\u306e\u7bc4\u56f2\u306b\u5165\u308c\u3001\u7b54\u3048\u3092\u30b3\u30fc\u30b9\u3054\u3068\u306b\u5206\u3051\u3066\u8fd4\u3057\u307e\u3059\u3002** \u3069\u3061\u3089\u304b\u4e00\u65b9\u3067\u7b54\u3048\u308b\u3068\u3001\u9055\u3046\u30b3\u30fc\u30b9\u306e\u6761\u4ef6\u3092\u81ea\u5206\u306e\u3053\u3068\u3060\u3068\u53d7\u3051\u53d6\u308a\u307e\u3059\u3002\n\n**1\u3064\u306e\u4f1a\u8a71\u306f\u3001\u540c\u3058\u5e74\u5ea6\u3068\u30b3\u30fc\u30b9\u306e\u307e\u307e\u7d9a\u3051\u307e\u3059\u3002** answer \u30e1\u30bd\u30c3\u30c9\u306f\u30bb\u30c3\u30b7\u30e7\u30f3\u3092\u4f7f\u3063\u305f\u8907\u6570\u56de\u306e\u3084\u308a\u53d6\u308a\u306b\u5bfe\u5fdc\u3057\u3066\u304a\u308a\u3001\u524d\u306e\u8cea\u554f\u3092\u8e0f\u307e\u3048\u3066\u6b21\u306e\u8cea\u554f\u3092\u8a00\u3044\u63db\u3048\u3066\u691c\u7d22\u3057\u307e\u3059\u3002**\u9014\u4e2d\u3067\u5e74\u5ea6\u3092\u5909\u3048\u305f\u3044\u3068\u304d\u306f\u3001\u4f1a\u8a71\u3092\u65b0\u3057\u304f\u59cb\u3081\u3066\u3082\u3089\u3044\u307e\u3059\u3002** 1\u3064\u306e\u4f1a\u8a71\u306e\u4e2d\u3067\u5e74\u5ea6\u3092\u5207\u308a\u66ff\u3048\u3089\u308c\u308b\u4f5c\u308a\u306b\u3059\u308b\u3068\u3001\u524d\u306e\u5e74\u5ea6\u306e\u8cea\u554f\u3092\u8e0f\u307e\u3048\u305f\u8a00\u3044\u63db\u3048\u304c\u3001\u65b0\u3057\u3044\u5e74\u5ea6\u306e\u691c\u7d22\u306b\u6df7\u3056\u308a\u307e\u3059\u3002\n\n**\u30c1\u30e3\u30c3\u30c8\u306f24\u6642\u9593\u958b\u3051\u3066\u304a\u304d\u307e\u3059\u3002** \u591c\u3068\u571f\u65e5\u306b\u7b54\u3048\u3089\u308c\u308b\u3053\u3068\u304c\u3001\u3053\u306e\u69cb\u6210\u306e\u3044\u3061\u3070\u3093\u306e\u4fa1\u5024\u3060\u304b\u3089\u3067\u3059\u3002\u305d\u306e\u304b\u308f\u308a\u3001\u5f15\u304d\u7d99\u3044\u3060\u8cea\u554f\u306b\u306f\u300c\u63a1\u7528\u62c5\u5f53\u8005\u304b\u3089\u3001\u7fcc\u55b6\u696d\u65e5\u4ee5\u964d\u306b\u56de\u7b54\u3057\u307e\u3059\u300d\u3068\u3001**\u8fd4\u4e8b\u306e\u6642\u671f\u3092\u5fc5\u305a\u793a\u3057\u307e\u3059\u3002** \u6642\u671f\u3092\u66f8\u304b\u306a\u3044\u3068\u3001\u5b66\u751f\u306f\u540c\u3058\u8cea\u554f\u3092\u30d5\u30a9\u30fc\u30e0\u3068\u30e1\u30fc\u30eb\u306b\u91cd\u306d\u3066\u9001\u308a\u307e\u3059\u3002","input_data":"| \u30c7\u30fc\u30bf | \u4e2d\u8eab | \u53d6\u5f97\u5143 |\n|:--|:--|:--|\n| \u5b66\u751f\u306e\u8cea\u554f | \u8cea\u554f\u306e\u6587\u9762\u3001\u9078\u3093\u3060\u5352\u696d\u5e74\u5ea6\u3068\u30b3\u30fc\u30b9\u3001\u4f1a\u8a71\u306e\u4e2d\u306e\u524d\u306e\u8cea\u554f | \u63a1\u7528\u30b5\u30a4\u30c8\u306e\u30c1\u30e3\u30c3\u30c8 |\n| \u52df\u96c6\u8981\u9805 | \u52df\u96c6\u3059\u308b\u30b3\u30fc\u30b9\u3001\u4ed5\u4e8b\u306e\u5185\u5bb9\u3001\u52e4\u52d9\u5730\u3001\u52b4\u50cd\u6761\u4ef6\u3001**\u5c31\u696d\u5834\u6240\u3068\u696d\u52d9\u306e\u5909\u66f4\u306e\u7bc4\u56f2** | \u4eba\u4e8b\u90e8\u304c\u7ba1\u7406\u3059\u308b\u6b63\u672c |\n| \u9078\u8003\u6848\u5185 | \u9078\u8003\u306e\u6d41\u308c\u3001\u5404\u6bb5\u968e\u306e\u63d0\u51fa\u7269\u3001\u7de0\u5207\u3001\u65e5\u7a0b\u306e\u6c7a\u3081\u65b9 | \u540c\u4e0a |\n| \u63a1\u7528FAQ | \u904e\u53bb\u306b\u591a\u304b\u3063\u305f\u8cea\u554f\u3068\u3001\u4eba\u4e8b\u90e8\u304c\u78ba\u5b9a\u3057\u305f\u7b54\u3048 | \u540c\u4e0a |\n| \u914d\u5c5e\u3068\u52e4\u52d9\u5730\u306e\u6848\u5185 | \u6700\u521d\u306e\u914d\u5c5e\u306e\u6c7a\u3081\u65b9\u3001\u7570\u52d5\u306e\u8003\u3048\u65b9\u3001\u30b3\u30fc\u30b9\u3054\u3068\u306e\u8ee2\u5c45\u306e\u6709\u7121 | \u4eba\u4e8b\u90e8\u3068\u5e97\u8217\u904b\u55b6\u90e8\u3067\u78ba\u5b9a\u3057\u305f\u3082\u306e |\n| \u5f15\u304d\u7d99\u304e\u306e\u898f\u5247 | \u62c5\u5f53\u3078\u56de\u3059\u8cea\u554f\u306e\u7a2e\u985e\u3068\u3001\u305d\u306e\u898b\u5206\u3051\u65b9 | \u63a1\u7528\u62c5\u5f53\u304c\u6c7a\u3081\u3066\u6301\u3064\u4e00\u89a7 |\n\n**\u8cea\u3092\u6c7a\u3081\u308b\u306e\u306f\u3001\u914d\u5c5e\u3068\u52e4\u52d9\u5730\u306e\u6848\u5185\u3067\u3059\u3002** \u5b66\u751f\u304c\u3044\u3061\u3070\u3093\u591a\u304f\u805e\u304f\u306e\u306b\u3001\u52df\u96c6\u8981\u9805\u306b\u306f\u77ed\u304f\u3057\u304b\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u3053\u3068\u304c\u591a\u3044\u3002**\u3053\u3053\u304c\u6587\u66f8\u3068\u3057\u3066\u78ba\u5b9a\u3057\u3066\u3044\u306a\u3044\u3068\u3001AI\u306f\u7b54\u3048\u3089\u308c\u306a\u3044\u304b\u3001\u5225\u306e\u6587\u66f8\u306e\u4e00\u7bc0\u304b\u3089\u305d\u308c\u3089\u3057\u304f\u7b54\u3048\u307e\u3059\u3002** \u5e97\u8217\u904b\u55b6\u90e8\u3068\u78ba\u5b9a\u3055\u305b\u3066\u304b\u3089\u8f09\u305b\u307e\u3059\u3002\n\n**\u52df\u96c6\u8981\u9805\u306e\u300c\u5909\u66f4\u306e\u7bc4\u56f2\u300d\u306f\u5fc5\u305a\u5165\u308c\u307e\u3059\u3002** \u539a\u751f\u52b4\u50cd\u7701\u306f\u30012024\u5e744\u6708\u304b\u3089\u52df\u96c6\u306e\u969b\u306b\u660e\u793a\u3059\u308b\u52b4\u50cd\u6761\u4ef6\u3068\u3057\u3066\u3001**\u5f93\u4e8b\u3059\u3079\u304d\u696d\u52d9\u306e\u5909\u66f4\u306e\u7bc4\u56f2\u3068\u3001\u5c31\u696d\u306e\u5834\u6240\u306e\u5909\u66f4\u306e\u7bc4\u56f2**\u304c\u52a0\u308f\u3063\u305f\u3068\u3057\u3066\u3044\u307e\u3059\u3002\u8ee2\u52e4\u306e\u8cea\u554f\u3078\u306e\u7b54\u3048\u306f\u3001\u3053\u306e\u8a18\u8f09\u3068\u305a\u308c\u3066\u306f\u3044\u3051\u307e\u305b\u3093\u3002","data_source":"**\u6587\u66f8\u306f Cloud Storage \u306e\u30d5\u30a9\u30eb\u30c0\u306b\u7f6e\u304d\u3001\u30e1\u30bf\u30c7\u30fc\u30bf\u306e JSONL \u3068\u4e00\u7dd2\u306b\u30c7\u30fc\u30bf\u30b9\u30c8\u30a2\u3078\u53d6\u308a\u8fbc\u307f\u307e\u3059\u3002** 1\u6587\u66f8\u3054\u3068\u306b\u6b21\u306e\u30e1\u30bf\u30c7\u30fc\u30bf\u3092\u4ed8\u3051\u307e\u3059\u3002\n\n| \u30e1\u30bf\u30c7\u30fc\u30bf | \u5024\u306e\u4f8b | \u4f7f\u3044\u3069\u3053\u308d |\n|:--|:--|:--|\n| `grad_year` | `2027`\u3001`2028` | \u5352\u696d\u5e74\u5ea6\u3067\u691c\u7d22\u306e\u7bc4\u56f2\u3092\u5207\u308b |\n| `course` | `national`\u3001`regional`\u3001`common` | \u30b3\u30fc\u30b9\u3067\u7bc4\u56f2\u3092\u5207\u308b\u3002\u4e21\u30b3\u30fc\u30b9\u306b\u5171\u901a\u306a\u3089 `common` |\n| `status` | `published`\u3001`draft`\u3001`archived` | \u516c\u958b\u4e2d\u306e\u7248\u3060\u3051\u3092\u691c\u7d22\u3055\u305b\u308b |\n| `doc_type` | `requirements`\u3001`selection_guide`\u3001`faq`\u3001`placement` | \u51fa\u5178\u306e\u8868\u793a\u3068\u3001\u96c6\u8a08 |\n| `valid_until` | \u6848\u5185\u306e\u6709\u52b9\u671f\u9650\uff08\u6570\u5024\u306e\u65e5\u4ed8\uff09 | \u671f\u9650\u5207\u308c\u306e\u6848\u5185\u3092\u5916\u3059 |\n\n**\u7d5e\u308a\u8fbc\u307f\u306b\u4f7f\u3046\u9805\u76ee\u306f\u3001\u30c7\u30fc\u30bf\u30b9\u30c8\u30a2\u306e\u30b9\u30ad\u30fc\u30de\u3067\u300cIndexable\u300d\u306b\u3057\u307e\u3059\u3002** \u6307\u5b9a\u3057\u306a\u3044\u3068\u3001\u30e1\u30bf\u30c7\u30fc\u30bf\u3092\u4ed8\u3051\u3066\u3044\u3066\u3082\u7d5e\u308a\u8fbc\u307f\u306b\u4f7f\u3048\u307e\u305b\u3093\u3002\u7d5e\u308a\u8fbc\u307f\u306e\u5f0f\u306f `ANY()` \u306b\u3088\u308b\u5b8c\u5168\u4e00\u81f4\u3068\u3001`AND`\u30fb`OR`\u30fb`NOT` \u306e\u7d44\u307f\u5408\u308f\u305b\u3067\u66f8\u3051\u307e\u3059\u3002\n\n```\ngrad_year: ANY(\"2028\") AND course: ANY(\"regional\", \"common\") AND status: ANY(\"published\")\n```\n\n**`common` \u3092\u5fc5\u305a `ANY()` \u306b\u5165\u308c\u307e\u3059\u3002** \u9078\u8003\u306e\u6d41\u308c\u3084\u63d0\u51fa\u7269\u306e\u3088\u3046\u306b\u30b3\u30fc\u30b9\u3067\u5909\u308f\u3089\u306a\u3044\u6848\u5185\u306f `common` \u30671\u3064\u3060\u3051\u6301\u3061\u3001**\u540c\u3058\u6587\u66f8\u3092\u30b3\u30fc\u30b9\u3054\u3068\u306b\u8907\u88fd\u3057\u307e\u305b\u3093\u3002** \u8907\u88fd\u3059\u308b\u3068\u3001\u7247\u65b9\u3060\u3051\u76f4\u3057\u3066\u98df\u3044\u9055\u3046\u7248\u304c\u6b8b\u308a\u307e\u3059\u3002\n\n`valid_until` \u3092\u6570\u5024\u3067\u6301\u3064\u3068\u3001\u6bd4\u8f03\u306e\u6f14\u7b97\u5b50\uff08`<`\u3001`>=` \u306a\u3069\uff09\u3067\u671f\u9650\u5207\u308c\u3092\u5916\u305b\u307e\u3059\u3002**\u7de0\u5207\u306e\u904e\u304e\u305f\u9078\u8003\u6848\u5185\u3092\u3001\u7b54\u3048\u306e\u6839\u62e0\u306b\u3057\u306a\u3044**\u305f\u3081\u3067\u3059\u3002","preprocessing":"1. **\u5e74\u5ea6\u3068\u30b3\u30fc\u30b9\u306e\u78ba\u8a8d** \u2026 \u30c1\u30e3\u30c3\u30c8\u3067\u9078\u3093\u3060\u5024\u3092\u3001\u6c7a\u307e\u3063\u305f\u5024\u306e\u4e00\u89a7\u3068\u7167\u3089\u3057\u307e\u3059\u3002\u4e00\u89a7\u306b\u7121\u3044\u5024\u306a\u3089\u4f1a\u8a71\u3092\u59cb\u3081\u307e\u305b\u3093\n2. **\u500b\u4eba\u60c5\u5831\u306e\u9664\u53bb** \u2026 \u8cea\u554f\u306e\u6587\u9762\u304b\u3089\u3001\u6c0f\u540d\u3001\u96fb\u8a71\u756a\u53f7\u3001\u30e1\u30fc\u30eb\u30a2\u30c9\u30ec\u30b9\u3001\u5b66\u7c4d\u756a\u53f7\u3089\u3057\u3044\u6587\u5b57\u5217\u3092\u4f0f\u305b\u3066\u304b\u3089\u691c\u7d22\u306b\u304b\u3051\u307e\u3059\n3. **\u5f15\u304d\u7d99\u304e\u306e\u898f\u5247\u306e\u7167\u5408** \u2026 \u9078\u8003\u306e\u7d50\u679c\u3001\u672c\u4eba\u306e\u72b6\u6cc1\u3001\u5065\u5eb7\u3084\u5bb6\u65cf\u306e\u4e8b\u60c5\u3001\u30cf\u30e9\u30b9\u30e1\u30f3\u30c8\u306e\u76f8\u8ac7\u3001\u5185\u5b9a\u306e\u8f9e\u9000\u306b\u5f53\u305f\u308b\u8a9e\u3092\u898b\u307e\u3059\n4. **\u8cea\u554f\u306e\u9577\u3055\u306e\u78ba\u8a8d** \u2026 \u9577\u3059\u304e\u308b\u8cea\u554f\u306f\u3001\u6700\u521d\u306e\u6570\u767e\u5b57\u3060\u3051\u3067\u691c\u7d22\u3057\u3001\u7d9a\u304d\u306f\u62c5\u5f53\u3078\u56de\u3059\u5019\u88dc\u306b\u3057\u307e\u3059\n5. **\u7d5e\u308a\u8fbc\u307f\u306e\u5f0f\u306e\u7d44\u307f\u7acb\u3066** \u2026 \u5e74\u5ea6\u30fb\u30b3\u30fc\u30b9\u30fb\u516c\u958b\u306e\u72b6\u614b\u30fb\u6709\u52b9\u671f\u9650\u304b\u3089\u5f0f\u3092\u4f5c\u308a\u307e\u3059\u3002**\u5b66\u751f\u306e\u66f8\u3044\u305f\u6587\u5b57\u3092\u5f0f\u306b\u6df7\u305c\u307e\u305b\u3093**\n\n**3\u756a\u76ee\u3092\u8efd\u304f\u898b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u300c\u9762\u63a5\u306b\u843d\u3061\u305f\u3089\u3082\u3046\u4e00\u5ea6\u53d7\u3051\u3089\u308c\u307e\u3059\u304b\u300d\u306f\u4e00\u822c\u306e\u6848\u5185\u3067\u7b54\u3048\u3089\u308c\u307e\u3059\u304c\u3001\u300c\u5148\u9031\u306e\u9762\u63a5\u306e\u7d50\u679c\u306f\u307e\u3060\u3067\u3059\u304b\u300d\u306f\u672c\u4eba\u306e\u9078\u8003\u306e\u8a71\u3067\u3059\u3002**\u4f3c\u305f\u8a00\u8449\u3067\u4e2d\u8eab\u304c\u9055\u3046\u306e\u3067\u3001\u8ff7\u3046\u3082\u306e\u306f\u62c5\u5f53\u3078\u56de\u3059\u5074\u306b\u5012\u3057\u307e\u3059\u3002**\n\n**5\u756a\u76ee\u306f\u3001\u691c\u7d22\u306e\u7bc4\u56f2\u3092\u5b66\u751f\u306b\u64cd\u4f5c\u3055\u305b\u306a\u3044\u305f\u3081\u3067\u3059\u3002** \u5f0f\u306b\u5b66\u751f\u306e\u5165\u529b\u304c\u5165\u308b\u3068\u3001\u300c2029\u5e74\u5ea6\u306e\u6848\u5185\u3082\u542b\u3081\u3066\u300d\u306e\u3088\u3046\u306a\u6587\u9762\u3067\u7bc4\u56f2\u304c\u5e83\u304c\u308b\u304a\u305d\u308c\u304c\u3042\u308a\u307e\u3059\u3002","ai_processing":"**\u3055\u305b\u308b\u306e\u306f\u3001\u7d5e\u308a\u8fbc\u3093\u3060\u6587\u66f8\u306e\u4e2d\u304b\u3089\u6839\u62e0\u3092\u63a2\u3057\u3001\u5b66\u751f\u306e\u8cea\u554f\u306b\u6848\u5185\u306e\u8a00\u8449\u3067\u7b54\u3048\u308b\u3053\u3068\u3060\u3051\u3067\u3059\u3002**\n\n| \u8cea\u554f\u306e\u7a2e\u985e | \u7b54\u3048\u65b9 | \u6839\u62e0\u306b\u3059\u308b\u6587\u66f8 |\n|:--|:--|:--|\n| \u9078\u8003\u306e\u6d41\u308c\u30fb\u56de\u6570 | \u6848\u5185\u306e\u3068\u304a\u308a\u306b\u6bb5\u968e\u3092\u4e26\u3079\u308b | \u9078\u8003\u6848\u5185 |\n| \u63d0\u51fa\u7269\u30fb\u7de0\u5207 | \u7de0\u5207\u306e\u65e5\u4ed8\u306f\u6587\u66f8\u306e\u307e\u307e\u5199\u3059 | \u9078\u8003\u6848\u5185 |\n| \u65e5\u7a0b\u306e\u6c7a\u3081\u65b9 | \u4e88\u7d04\u306e\u65b9\u6cd5\u3068\u5909\u66f4\u306e\u624b\u7d9a\u304d\u3092\u793a\u3059 | \u9078\u8003\u6848\u5185\u3001FAQ |\n| \u914d\u5c5e\u30fb\u8ee2\u52e4 | \u30b3\u30fc\u30b9\u3054\u3068\u306e\u8a18\u8f09\u3092\u305d\u306e\u307e\u307e\u793a\u3059 | \u914d\u5c5e\u3068\u52e4\u52d9\u5730\u306e\u6848\u5185\u3001\u52df\u96c6\u8981\u9805 |\n| \u5f85\u9047 | \u521d\u4efb\u7d66\u30fb\u4f11\u65e5\u30fb\u624b\u5f53\u306f\u52df\u96c6\u8981\u9805\u306e\u8a18\u8f09\u3060\u3051 | \u52df\u96c6\u8981\u9805 |\n| \u4ed5\u4e8b\u306e\u5185\u5bb9 | \u52df\u96c6\u8981\u9805\u3068\u3001\u516c\u958b\u3057\u3066\u3044\u308b\u8077\u7a2e\u306e\u8aac\u660e | \u52df\u96c6\u8981\u9805\u3001FAQ |\n\n**\u5f85\u9047\u306e\u884c\u306f\u3001\u66f8\u3044\u3066\u3042\u308b\u3053\u3068\u3057\u304b\u7b54\u3048\u307e\u305b\u3093\u3002** \u300c\u6b8b\u696d\u306f\u3069\u306e\u304f\u3089\u3044\u3067\u3059\u304b\u300d\u306b\u3001\u52df\u96c6\u8981\u9805\u306e\u5e73\u5747\u306e\u6642\u9593\u5916\u52b4\u50cd\u306e\u8a18\u8f09\u304c\u3042\u308c\u3070\u305d\u308c\u3092\u793a\u3057\u3001**\u7121\u3051\u308c\u3070\u300c\u62c5\u5f53\u8005\u304b\u3089\u56de\u7b54\u3057\u307e\u3059\u300d\u3068\u8fd4\u3057\u307e\u3059\u3002** \u5e97\u8217\u306b\u3088\u308b\u9055\u3044\u3092\u63a8\u6e2c\u3067\u88dc\u3046\u3053\u3068\u306f\u3055\u305b\u307e\u305b\u3093\u3002\n\n| \u3055\u305b\u306a\u3044\u3053\u3068 | \u7406\u7531 |\n|:--|:--|\n| \u9078\u8003\u306e\u7d50\u679c\u3001\u672c\u4eba\u306e\u72b6\u6cc1\u3078\u306e\u56de\u7b54 | \u672c\u4eba\u3092\u78ba\u304b\u3081\u3089\u308c\u306a\u3044\u7a93\u53e3\u3060\u304b\u3089 |\n| \u6848\u5185\u306b\u7121\u3044\u6761\u4ef6\u306e\u7d04\u675f\uff08\u300c\u5e0c\u671b\u306e\u5e97\u8217\u306b\u914d\u5c5e\u3055\u308c\u307e\u3059\u300d\u306a\u3069\uff09 | \u62c5\u5f53\u8005\u306e\u8a00\u8449\u4ee5\u4e0a\u306b\u3001\u4f1a\u793e\u306e\u7d04\u675f\u306b\u805e\u3053\u3048\u308b |\n| \u500b\u5225\u306e\u4e8b\u60c5\u306e\u76f8\u8ac7\u3078\u306e\u56de\u7b54 | \u4e00\u5f8b\u306e\u6848\u5185\u3067\u7b54\u3048\u308b\u3082\u306e\u3067\u306f\u306a\u3044 |\n| \u5b66\u751f\u306e\u5bb6\u65cf\u30fb\u51fa\u8eab\u5730\u30fb\u601d\u60f3\u306a\u3069\u3092\u805e\u304f\u3053\u3068 | \u516c\u6b63\u306a\u63a1\u7528\u9078\u8003\u306e\u89b3\u70b9\u304b\u3089\u3001\u53ce\u96c6\u3057\u3066\u306f\u3044\u3051\u306a\u3044\u60c5\u5831\u304c\u3042\u308b |\n| \u4ed6\u793e\u3068\u306e\u6bd4\u8f03 | \u6839\u62e0\u3092\u6301\u305f\u306a\u3044 |\n\n**4\u884c\u76ee\u306f\u3001AI\u304c\u4f1a\u8a71\u3092\u7d9a\u3051\u3088\u3046\u3068\u3057\u3066\u8d77\u304d\u307e\u3059\u3002** \u300c\u5730\u5143\u3067\u50cd\u304d\u305f\u3044\u300d\u3068\u3044\u3046\u5b66\u751f\u306b\u3001\u6c17\u3092\u5229\u304b\u305b\u3066\u300c\u3054\u5b9f\u5bb6\u306f\u3069\u3061\u3089\u3067\u3059\u304b\u300d\u3068\u805e\u304d\u8fd4\u3059\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002\u539a\u751f\u52b4\u50cd\u7701\u306f\u3001\u672c\u7c4d\u5730\u3084\u5bb6\u65cf\u306e\u8077\u696d\u306a\u3069\u306e\u300c\u672c\u4eba\u306b\u8cac\u4efb\u306e\u306a\u3044\u4e8b\u9805\u300d\u3084\u3001\u5b97\u6559\u3084\u652f\u6301\u653f\u515a\u306a\u3069\u306e\u300c\u672c\u6765\u81ea\u7531\u3067\u3042\u308b\u3079\u304d\u4e8b\u9805\u300d\u306f\u3001\u8077\u52d9\u3092\u9042\u884c\u3067\u304d\u308b\u304b\u3068\u306f\u95a2\u4fc2\u304c\u306a\u3044\u3068\u3057\u3066\u3044\u307e\u3059\u3002**\u52e4\u52d9\u5730\u306e\u5e0c\u671b\u306f\u805e\u3044\u3066\u3082\u3001\u305d\u306e\u7406\u7531\u3092\u805e\u304d\u51fa\u3055\u306a\u3044**\u3088\u3046\u6307\u793a\u306b\u66f8\u304d\u307e\u3059\u3002\n\n**\u8907\u6570\u56de\u306e\u3084\u308a\u53d6\u308a\u3067\u306f\u3001\u8a00\u3044\u63db\u3048\u306b\u3082\u6c17\u3092\u3064\u3051\u307e\u3059\u3002** answer \u30e1\u30bd\u30c3\u30c9\u306f\u524d\u306e\u8cea\u554f\u3092\u8e0f\u307e\u3048\u3066\u6b21\u306e\u8cea\u554f\u3092\u8a00\u3044\u63db\u3048\u3066\u691c\u7d22\u3057\u307e\u3059\u3002\u300c\u5168\u56fd\u30b3\u30fc\u30b9\u306e\u521d\u4efb\u7d66\u306f\u300d\u306e\u6b21\u306b\u300c\u5730\u57df\u9650\u5b9a\u306f\uff1f\u300d\u3068\u805e\u304b\u308c\u308c\u3070\u3001\u5730\u57df\u9650\u5b9a\u30b3\u30fc\u30b9\u306e\u521d\u4efb\u7d66\u3068\u3057\u3066\u63a2\u3057\u3066\u304f\u308c\u307e\u3059\u3002**\u4fbf\u5229\u306a\u4e00\u65b9\u3067\u3001\u524d\u306e\u8cea\u554f\u306e\u6761\u4ef6\u3092\u5f15\u304d\u305a\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002** \u629c\u304d\u53d6\u308a\u3067\u3001\u7d9a\u3051\u3066\u805e\u304b\u308c\u305f\u8cea\u554f\u306e\u7b54\u3048\u304c\u3001\u8a00\u3044\u63db\u3048\u305f\u6761\u4ef6\u3069\u304a\u308a\u306b\u306a\u3063\u3066\u3044\u308b\u304b\u3092\u898b\u307e\u3059\u3002","prompt_example":"answer \u30e1\u30bd\u30c3\u30c9\u306e `promptSpec.preamble` \u306b\u3001\u6b21\u306e\u5185\u5bb9\u3092\u5165\u308c\u307e\u3059\u3002\n\n```\n\u3042\u306a\u305f\u306f\u98df\u54c1\u30b9\u30fc\u30d1\u30fc\u306e\u65b0\u5352\u63a1\u7528\u30c1\u30fc\u30e0\u306e\u6848\u5185\u4fc2\u3067\u3059\u3002\n\u65b0\u5352\u63a1\u7528\u306b\u5fdc\u52df\u3092\u8003\u3048\u3066\u3044\u308b\u5b66\u751f\u306e\u8cea\u554f\u306b\u3001\u691c\u7d22\u3055\u308c\u305f\u6848\u5185\u306e\u6587\u66f8\u3060\u3051\u3092\u6839\u62e0\u306b\u7b54\u3048\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u7b54\u3048\u65b9\u3011\n- \u691c\u7d22\u7d50\u679c\u306b\u66f8\u304b\u308c\u3066\u3044\u308b\u3053\u3068\u3060\u3051\u3092\u7b54\u3048\u3066\u304f\u3060\u3055\u3044\u3002\u66f8\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070\n  \u300c\u305d\u306e\u70b9\u306f\u6848\u5185\u306b\u8a18\u8f09\u304c\u306a\u3044\u305f\u3081\u3001\u63a1\u7528\u62c5\u5f53\u8005\u304b\u3089\u56de\u7b54\u3057\u307e\u3059\u300d\u3068\u7b54\u3048\u3066\u304f\u3060\u3055\u3044\u3002\n- \u7de0\u5207\u3001\u65e5\u4ed8\u3001\u91d1\u984d\u3001\u56de\u6570\u306f\u3001\u6587\u66f8\u306e\u8868\u8a18\u306e\u307e\u307e\u5199\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u8a00\u3044\u63db\u3048\u3084\u8a08\u7b97\u3092\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u914d\u5c5e\u3001\u8ee2\u52e4\u3001\u52e4\u52d9\u5730\u306b\u3064\u3044\u3066\u306f\u3001\u30b3\u30fc\u30b9\u3054\u3068\u306e\u8a18\u8f09\u3092\u305d\u306e\u307e\u307e\u793a\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n  \u300c\u5e0c\u671b\u304c\u901a\u308a\u307e\u3059\u300d\u300c\u8ee2\u52e4\u306f\u3042\u308a\u307e\u305b\u3093\u300d\u306a\u3069\u3001\u6587\u66f8\u306b\u7121\u3044\u8a00\u3044\u5207\u308a\u3092\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- 2\u3064\u306e\u30b3\u30fc\u30b9\u306e\u6587\u66f8\u304c\u691c\u7d22\u3055\u308c\u305f\u5834\u5408\u306f\u3001\u30b3\u30fc\u30b9\u3054\u3068\u306b\u5206\u3051\u3066\u7b54\u3048\u3066\u304f\u3060\u3055\u3044\u3002\n- \u7b54\u3048\u306f3\u301c6\u6587\u3001\u3067\u3059\u30fb\u307e\u3059\u8abf\u3067\u3001\u5b66\u751f\u306b\u3068\u3063\u3066\u6b21\u306b\u4f55\u3092\u3059\u308c\u3070\u3088\u3044\u304b\u304c\u5206\u304b\u308b\u5f62\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u7b54\u3048\u306a\u3044\u3053\u3068\u3011\n- \u9078\u8003\u306e\u7d50\u679c\u3001\u9078\u8003\u306e\u9032\u307f\u5177\u5408\u3001\u672c\u4eba\u306e\u8a55\u4fa1\u306b\u306f\u7b54\u3048\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u5065\u5eb7\u3001\u5bb6\u65cf\u3001\u7d4c\u6e08\u7684\u306a\u4e8b\u60c5\u306a\u3069\u306e\u500b\u5225\u306e\u76f8\u8ac7\u306b\u306f\u7b54\u3048\u305a\u3001\u63a1\u7528\u62c5\u5f53\u8005\u3078\u3064\u306a\u3050\u3068\u4f1d\u3048\u3066\u304f\u3060\u3055\u3044\u3002\n- \u5b66\u751f\u306e\u5bb6\u65cf\u3001\u51fa\u8eab\u5730\u3001\u672c\u7c4d\u3001\u5b97\u6559\u3001\u652f\u6301\u653f\u515a\u3001\u601d\u60f3\u306b\u3064\u3044\u3066\u3001\u8cea\u554f\u3092\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n  \u52e4\u52d9\u5730\u306e\u5e0c\u671b\u3092\u805e\u304f\u3053\u3068\u306f\u3042\u3063\u3066\u3082\u3001\u305d\u306e\u7406\u7531\u3092\u5c0b\u306d\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u4ed6\u793e\u3068\u306e\u6bd4\u8f03\u3084\u3001\u63a1\u7528\u306e\u53ef\u80fd\u6027\u306e\u898b\u8fbc\u307f\u3092\u7b54\u3048\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u6848\u5185\u3092\u66f8\u304d\u63db\u3048\u308b\u63d0\u6848\u3084\u3001\u6587\u66f8\u306b\u7121\u3044\u4f8b\u5916\u306e\u6271\u3044\u3092\u7b54\u3048\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n```\n\n**\u300c\u6587\u66f8\u306b\u7121\u3044\u8a00\u3044\u5207\u308a\u3092\u3057\u306a\u3044\u300d\u3092\u66f8\u304b\u306a\u3044\u3068\u3001\u914d\u5c5e\u306e\u8cea\u554f\u3067\u6700\u3082\u8d77\u304d\u307e\u3059\u3002** \u6848\u5185\u306b\u300c\u672c\u4eba\u306e\u5e0c\u671b\u3092\u8003\u616e\u3057\u3066\u6c7a\u5b9a\u3057\u307e\u3059\u300d\u3068\u3042\u308b\u3068\u3001AI\u306f\u300c\u5e0c\u671b\u304c\u901a\u308a\u307e\u3059\u300d\u3068\u8a00\u3044\u63db\u3048\u307e\u3059\u3002**\u8003\u616e\u3059\u308b\u3068\u901a\u308b\u306f\u9055\u3046**\u306e\u3067\u3001\u8a00\u3044\u63db\u3048\u305d\u306e\u3082\u306e\u3092\u7981\u3058\u307e\u3059\u3002\n\n\u3042\u308f\u305b\u3066\u3001answer \u30e1\u30bd\u30c3\u30c9\u306e\u8a2d\u5b9a\u3067\u6b21\u3092\u6709\u52b9\u306b\u3057\u307e\u3059\u3002\n\n| \u8a2d\u5b9a | \u5024 | \u76ee\u7684 |\n|:--|:--|:--|\n| `includeCitations` | true | \u7b54\u3048\u306e\u6587\u3054\u3068\u306b\u51fa\u5178\u3092\u793a\u3059 |\n| `ignoreAdversarialQuery` | true | \u7bc4\u56f2\u3092\u5e83\u3052\u3088\u3046\u3068\u3059\u308b\u8cea\u554f\u306b\u7b54\u3048\u3092\u4f5c\u3089\u306a\u3044 |\n| `ignoreNonAnswerSeekingQuery` | true | \u6328\u62f6\u3084\u96d1\u8ac7\u306b\u7b54\u3048\u3092\u4f5c\u3089\u306a\u3044 |\n| `ignoreLowRelevantContent` | true | \u95a2\u4fc2\u306e\u8584\u3044\u6587\u66f8\u304b\u3089\u7121\u7406\u306b\u7b54\u3048\u3092\u4f5c\u3089\u306a\u3044 |\n| `searchSpec.searchParams.filter` | \u524d\u51e6\u7406\u3067\u7d44\u3093\u3060\u5f0f | \u5e74\u5ea6\u30fb\u30b3\u30fc\u30b9\u30fb\u516c\u958b\u306e\u72b6\u614b\u3067\u7bc4\u56f2\u3092\u5207\u308b |","output_data":"**\u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0\u306f\u3001answer \u30e1\u30bd\u30c3\u30c9\u306e\u5fdc\u7b54\u304b\u3089\u6b21\u306e\u5f62\u306e\u8a18\u9332\u3092\u4f5c\u308a\u307e\u3059\u3002** \u30c1\u30e3\u30c3\u30c8\u306b\u8fd4\u3059\u306e\u306f `answer_text` \u3068 `citations` \u3060\u3051\u3067\u3059\u3002\n\n```json\n{\n  \"session_id\": \"\",\n  \"grad_year\": \"2028\",\n  \"course\": \"regional\",\n  \"question_masked\": \"\",\n  \"route\": \"answered | escalated_rule | escalated_no_answer | escalated_low_support\",\n  \"answer_text\": \"\",\n  \"citations\": [ { \"doc_type\": \"placement\", \"title\": \"\", \"uri\": \"\", \"snippet\": \"\" } ],\n  \"support_score\": 0.0,\n  \"escalation\": { \"reason\": \"\", \"category\": \"selection_status | personal | not_in_docs | other\" },\n  \"created_at\": \"\"\n}\n```\n\n**1\u3064\u76ee\u306e\u7406\u7531\u306f\u3001`route` \u3067\u7b54\u3048\u305f\u7d4c\u8def\u3092\u5206\u3051\u3089\u308c\u308b\u3053\u3068\u3067\u3059\u3002** \u898f\u5247\u3067\u56de\u3057\u305f\u3082\u306e\u3001\u6839\u62e0\u304c\u7121\u304f\u3066\u56de\u3057\u305f\u3082\u306e\u3001\u6839\u62e0\u304c\u5f31\u304f\u3066\u56de\u3057\u305f\u3082\u306e\u3092\u5206\u3051\u3066\u6570\u3048\u308b\u3068\u3001**\u3069\u3053\u3092\u76f4\u305b\u3070\u7b54\u3048\u3089\u308c\u308b\u8cea\u554f\u304c\u5897\u3048\u308b\u304b**\u304c\u898b\u3048\u307e\u3059\u3002\n\n**2\u3064\u76ee\u306f\u3001`support_score` \u3067\u7b54\u3048\u3092\u6b62\u3081\u3089\u308c\u308b\u3053\u3068\u3067\u3059\u3002** answer \u30e1\u30bd\u30c3\u30c9\u306f\u3001\u7b54\u3048\u304c\u30c7\u30fc\u30bf\u30b9\u30c8\u30a2\u306e\u5185\u5bb9\u306b\u3069\u308c\u3060\u3051\u88cf\u4ed8\u3051\u3089\u308c\u3066\u3044\u308b\u304b\u30920\u301c1\u306e\u5024\u3067\u8fd4\u305b\u307e\u3059\u3002**\u3053\u306e\u5024\u304c\u81ea\u793e\u3067\u6c7a\u3081\u305f\u5883\u76ee\u3092\u4e0b\u56de\u3063\u305f\u3089\u3001\u7b54\u3048\u3092\u8868\u793a\u305b\u305a\u306b\u5f15\u304d\u7d99\u304e\u307e\u3059\u3002** \u5883\u76ee\u306f\u3001\u6700\u521d\u306e1\u304b\u6708\u306e\u8a18\u9332\u3092\u898b\u3066\u6c7a\u3081\u307e\u3059\u3002\n\n**3\u3064\u76ee\u306f\u3001`citations` \u3092\u5b66\u751f\u306b\u898b\u305b\u3089\u308c\u308b\u3053\u3068\u3067\u3059\u3002** \u300c\u9078\u8003\u6848\u5185\uff082028\u5e74\u5352\uff09\u306e\u300e\u63d0\u51fa\u7269\u300f\u306e\u9805\u300d\u3068\u51fa\u5178\u304c\u4ed8\u3051\u3070\u3001**\u5b66\u751f\u306f\u81ea\u5206\u3067\u6848\u5185\u3092\u8aad\u307f\u76f4\u305b\u307e\u3059\u3002**\n\n\u5f15\u304d\u7d99\u3044\u3060\u8cea\u554f\u306f\u3001\u53d7\u4ed8\u306e\u4e00\u89a7\u306b\u6b21\u306e\u5f62\u3067\u5165\u308c\u307e\u3059\u3002\n\n| \u5217 | \u4e2d\u8eab |\n|:--|:--|\n| \u53d7\u4ed8\u65e5\u6642 | \u5b66\u751f\u304c\u8cea\u554f\u3057\u305f\u65e5\u6642 |\n| \u5e74\u5ea6\u30fb\u30b3\u30fc\u30b9 | `2028`\uff0f`regional` |\n| \u5f15\u304d\u7d99\u304e\u306e\u7406\u7531 | `personal`\uff08\u5bb6\u65cf\u306e\u4e8b\u60c5\u306b\u89e6\u308c\u308b\u76f8\u8ac7\uff09 |\n| \u8cea\u554f\uff08\u4f0f\u305b\u305f\u5f8c\uff09 | \u4f1a\u8a71\u306e\u4e2d\u306e\u8cea\u554f\u3092\u9806\u306b |\n| \u30c1\u30e3\u30c3\u30c8\u304c\u8fd4\u3057\u305f\u6587 | \u300c\u63a1\u7528\u62c5\u5f53\u8005\u304b\u3089\u56de\u7b54\u3057\u307e\u3059\u300d\u307e\u3067 |\n| \u5bfe\u5fdc\u306e\u72b6\u614b | \u672a\u5bfe\u5fdc\uff0f\u30de\u30a4\u30da\u30fc\u30b8\u3067\u53d7\u4fe1\uff0f\u8fd4\u4fe1\u6e08\u307f |\n\n**\u300c\u30c1\u30e3\u30c3\u30c8\u304c\u8fd4\u3057\u305f\u6587\u300d\u3092\u6b8b\u3059\u306e\u306f\u3001\u5b66\u751f\u304c\u4f55\u3092\u8a00\u308f\u308c\u305f\u304b\u3092\u62c5\u5f53\u8005\u304c\u77e5\u308b\u305f\u3081\u3067\u3059\u3002** \u540c\u3058\u8aac\u660e\u3092\u91cd\u306d\u305f\u308a\u3001\u30c1\u30e3\u30c3\u30c8\u3068\u9055\u3046\u3053\u3068\u3092\u8a00\u3063\u305f\u308a\u3059\u308b\u306e\u3092\u9632\u304e\u307e\u3059\u3002","integration_systems":"| \u3064\u306a\u304e\u5148 | \u65b9\u5f0f | \u5185\u5bb9 |\n|:--|:--|:--|\n| \u63a1\u7528\u30b5\u30a4\u30c8\u306e\u30c1\u30e3\u30c3\u30c8 | \u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0\u306eAPI | \u8cea\u554f\u3092\u53d7\u3051\u3001\u7b54\u3048\u3068\u51fa\u5178\u3092\u8fd4\u3059 |\n| Vertex AI Search\uff08Agent Search\uff09 | answer \u30e1\u30bd\u30c3\u30c9\u306e\u547c\u3073\u51fa\u3057 | \u7d5e\u308a\u8fbc\u307f\u306e\u5f0f\u3068\u30bb\u30c3\u30b7\u30e7\u30f3\u3092\u6e21\u3057\u3001\u7b54\u3048\u3092\u53d7\u3051\u53d6\u308b |\n| \u53d7\u4ed8\u306e\u4e00\u89a7 | \u66f8\u304d\u8fbc\u307f | \u5f15\u304d\u7d99\u304e\u306e\u8cea\u554f\u3068\u4f1a\u8a71\u306e\u8a18\u9332\u3092\u5165\u308c\u308b |\n| Cloud Storage | \u6587\u66f8\u306e\u914d\u7f6e | \u6848\u5185\u306e\u539f\u672c\u3068\u30e1\u30bf\u30c7\u30fc\u30bf\u3092\u7f6e\u304d\u3001\u540c\u671f\u3067\u53cd\u6620\u3059\u308b |\n| BigQuery | \u66f8\u304d\u8fbc\u307f | \u4f1a\u8a71\u306e\u8a18\u9332\u3092\u4fdd\u7ba1\u3057\u3001\u6708\u6b21\u3067\u96c6\u8a08\u3059\u308b |\n\n**\u5f15\u304d\u7d99\u304e\u306e\u3068\u304d\u3001\u30c1\u30e3\u30c3\u30c8\u3067\u306f\u9023\u7d61\u5148\u3092\u805e\u304d\u307e\u305b\u3093\u3002** \u5b66\u751f\u306b\u306f\u300c\u63a1\u7528\u30de\u30a4\u30da\u30fc\u30b8\u306e\u30e1\u30c3\u30bb\u30fc\u30b8\u304b\u3089\u3001\u540c\u3058\u8cea\u554f\u3092\u9001\u3063\u3066\u304f\u3060\u3055\u3044\u300d\u3068\u6848\u5185\u3057\u3001**\u672c\u4eba\u78ba\u8a8d\u306e\u3067\u304d\u308b\u7d4c\u8def\u306b\u79fb\u3063\u3066\u3082\u3089\u3044\u307e\u3059\u3002** \u63a1\u7528\u62c5\u5f53\u306f\u53d7\u4ed8\u306e\u4e00\u89a7\u3067\u4f1a\u8a71\u306e\u8a18\u9332\u3092\u898b\u3066\u304a\u304d\u3001\u30e1\u30c3\u30bb\u30fc\u30b8\u304c\u5c4a\u3044\u305f\u3089\u3059\u3050\u7b54\u3048\u3089\u308c\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002","human_review":"**AI\u306e\u7b54\u3048\u3092\u3001\u9001\u308b\u524d\u306b\u4eba\u304c\u898b\u308b\u3053\u3068\u306f\u3057\u307e\u305b\u3093\u3002** \u305d\u306e\u4ee3\u308f\u308a\u3001\u7b54\u3048\u308b\u7bc4\u56f2\u3092\u516c\u958b\u306e\u6848\u5185\u306b\u9650\u308a\u3001\u5f15\u304d\u7d99\u304e\u3068\u8a18\u9332\u306e\u70b9\u691c\u3067\u5b88\u308a\u307e\u3059\u3002\n\n1. **\u5f15\u304d\u7d99\u304e\u3092\u6bce\u65e5\u898b\u308b** \u2026 `escalated_rule` \u3092\u6700\u512a\u5148\u306b\u3057\u307e\u3059\u3002\u500b\u5225\u306e\u76f8\u8ac7\u304c\u542b\u307e\u308c\u308b\u305f\u3081\u3067\u3059\n2. **\u7b54\u3048\u305f\u4f1a\u8a71\u3092\u9031\u306b1\u56de\u629c\u304d\u53d6\u308b** \u2026 `answered` \u304b\u3089\u6570\u5341\u4ef6\u3092\u9078\u3073\u3001\u51fa\u5178\u3068\u7b54\u3048\u304c\u305a\u308c\u3066\u3044\u306a\u3044\u304b\u3092\u898b\u307e\u3059\n3. **\u7b54\u3048\u3089\u308c\u306a\u304b\u3063\u305f\u8cea\u554f\u3092\u9031\u306b1\u56de\u898b\u308b** \u2026 `escalated_no_answer` \u3092\u7a2e\u985e\u3054\u3068\u306b\u6570\u3048\u3001\u6848\u5185\u3084FAQ\u306b\u8db3\u3059\u304b\u3092\u6c7a\u3081\u307e\u3059\n4. **\u6848\u5185\u3092\u5dee\u3057\u66ff\u3048\u305f\u3089\u78ba\u304b\u3081\u308b** \u2026 \u540c\u671f\u306e\u3042\u3068\u3001\u3088\u304f\u805e\u304b\u308c\u308b\u8cea\u554f\u3092\u6570\u4ef6\u6295\u3052\u3001\u65b0\u3057\u3044\u7248\u3067\u7b54\u3048\u308b\u304b\u3092\u898b\u307e\u3059\n\n**2\u756a\u76ee\u3067\u898b\u308b\u306e\u306f\u3001\u914d\u5c5e\u3068\u5f85\u9047\u306e\u7b54\u3048\u3092\u512a\u5148\u3057\u307e\u3059\u3002** \u305a\u308c\u305f\u3068\u304d\u306b\u5b66\u751f\u306e\u53d7\u3051\u53d6\u308a\u65b9\u304c\u5927\u304d\u304f\u5909\u308f\u308b\u7a2e\u985e\u3060\u304b\u3089\u3067\u3059\u3002\n\n**\u5f15\u304d\u7d99\u304e\u3078\u306e\u8fd4\u4e8b\u306e\u76ee\u5b89\u306f\u30012\u55b6\u696d\u65e5\u4ee5\u5185\u3067\u3059\u3002** \u53d7\u4ed8\u306e\u4e00\u89a7\u3067\u3001\u30de\u30a4\u30da\u30fc\u30b8\u306b\u30e1\u30c3\u30bb\u30fc\u30b8\u304c\u5c4a\u3044\u305f\u306e\u306b\u8fd4\u3057\u3066\u3044\u306a\u3044\u3082\u306e\u3092\u6bce\u671d\u6570\u3048\u307e\u3059\u3002**\u30c1\u30e3\u30c3\u30c8\u304c\u901f\u304f\u7b54\u3048\u308b\u307b\u3069\u3001\u5f15\u304d\u7d99\u3044\u3060\u8cea\u554f\u306e\u9045\u3055\u304c\u76ee\u7acb\u3061\u307e\u3059\u3002**","exception_handling":"| \u8d77\u304d\u308b\u3053\u3068 | \u5bfe\u5fdc |\n|:--|:--|\n| \u5e74\u5ea6\u306e\u6848\u5185\u304c\u307e\u3060\u516c\u958b\u3055\u308c\u3066\u3044\u306a\u3044 | \u305d\u306e\u5e74\u5ea6\u306f\u9078\u3079\u306a\u3044\u3088\u3046\u306b\u3057\u3001\u516c\u958b\u4e88\u5b9a\u306e\u6642\u671f\u3060\u3051\u3092\u793a\u3059 |\n| \u7b54\u3048\u304c\u51fa\u306a\u3044\uff08\u6839\u62e0\u304c\u898b\u3064\u304b\u3089\u306a\u3044\uff09 | \u300c\u63a1\u7528\u62c5\u5f53\u8005\u304b\u3089\u56de\u7b54\u3057\u307e\u3059\u300d\u3068\u8fd4\u3057\u3001`escalated_no_answer` \u3067\u53d7\u4ed8\u306e\u4e00\u89a7\u3078 |\n| \u6839\u62e0\u306e\u88cf\u4ed8\u3051\u304c\u5f31\u3044 | \u7b54\u3048\u3092\u8868\u793a\u305b\u305a\u3001`escalated_low_support` \u3067\u5f15\u304d\u7d99\u3050 |\n| \u5b66\u751f\u304c\u6c0f\u540d\u3084\u9023\u7d61\u5148\u3092\u66f8\u304d\u8fbc\u3093\u3060 | \u4f0f\u305b\u305f\u6587\u9762\u3067\u8a18\u9332\u3057\u3001\u5f15\u304d\u7d99\u304e\u306e\u6848\u5185\u3092\u3059\u308b |\n| 1\u3064\u306e\u8cea\u554f\u306b\u8907\u6570\u306e\u554f\u3044\u304c\u5165\u3063\u3066\u3044\u308b | \u7b54\u3048\u3089\u308c\u308b\u90e8\u5206\u3060\u3051\u7b54\u3048\u3001\u6b8b\u308a\u3092\u5f15\u304d\u7d99\u3050 |\n| \u9078\u8003\u306e\u7d50\u679c\u3084\u672c\u4eba\u306e\u72b6\u6cc1\u3092\u805e\u304b\u308c\u305f | \u898f\u5247\u3067\u5f15\u304d\u7d99\u304e\u3001\u672c\u4eba\u78ba\u8a8d\u306e\u3067\u304d\u308b\u7d4c\u8def\u3092\u6848\u5185\u3059\u308b |\n| \u691c\u7d22\u57fa\u76e4\u304c\u5fdc\u7b54\u3057\u306a\u3044 | \u300c\u6642\u9593\u3092\u304a\u3044\u3066\u518d\u5ea6\u304a\u8a66\u3057\u304f\u3060\u3055\u3044\u300d\u3068\u8fd4\u3057\u3001\u554f\u3044\u5408\u308f\u305b\u30d5\u30a9\u30fc\u30e0\u3092\u793a\u3059 |\n| \u5185\u5b9a\u8005\u304c\u624b\u7d9a\u304d\u306e\u8cea\u554f\u3092\u3057\u3066\u304d\u305f | \u5185\u5b9a\u8005\u5411\u3051\u306e\u7a93\u53e3\u3092\u6848\u5185\u3057\u3001\u9078\u8003\u306e\u6848\u5185\u3067\u306f\u7b54\u3048\u306a\u3044 |\n| \u4fdd\u8b77\u8005\u304b\u3089\u8cea\u554f\u304c\u5c4a\u3044\u305f | \u4e00\u822c\u306e\u6848\u5185\u306b\u306f\u7b54\u3048\u3001\u672c\u4eba\u306b\u95a2\u308f\u308b\u8a71\u306f\u672c\u4eba\u304b\u3089\u306e\u9023\u7d61\u3092\u6848\u5185\u3059\u308b |\n| \u6848\u5185\u3069\u3046\u3057\u304c\u98df\u3044\u9055\u3063\u3066\u3044\u308b | \u56de\u7b54\u3092\u6b62\u3081\u3001\u6587\u66f8\u306e\u62c5\u5f53\u8005\u3078\u77e5\u3089\u305b\u308b |\n\n**\u6700\u5f8c\u306e\u884c\u306f\u3001\u65e9\u304f\u76f4\u3059\u307b\u3069\u52b9\u304d\u307e\u3059\u3002** \u52df\u96c6\u8981\u9805\u3068FAQ\u3067\u7de0\u5207\u304c\u9055\u3046\u3068\u3001AI\u306f\u3069\u3061\u3089\u304b\u3092\u6839\u62e0\u306b\u7b54\u3048\u307e\u3059\u3002**\u98df\u3044\u9055\u3044\u306fAI\u306e\u8aa4\u308a\u3067\u306f\u306a\u304f\u3001\u6587\u66f8\u306e\u5074\u306e\u8aa4\u308a\u3067\u3059\u3002**","log_storage":"- \u4f1a\u8a71\u3054\u3068\u306e\u5e74\u5ea6\u30fb\u30b3\u30fc\u30b9\u3001\u4f0f\u305b\u305f\u5f8c\u306e\u8cea\u554f\u306e\u6587\u9762\u3001\u7b54\u3048\u3001\u51fa\u5178\u3001`support_score`\n- \u4f7f\u3063\u305f\u7d5e\u308a\u8fbc\u307f\u306e\u5f0f\u3068\u3001\u305d\u306e\u6642\u70b9\u306e\u30c7\u30fc\u30bf\u30b9\u30c8\u30a2\u306e\u6587\u66f8\u306e\u7248\n- \u5f15\u304d\u7d99\u3044\u3060\u7406\u7531\u3068\u3001\u63a1\u7528\u62c5\u5f53\u304c\u8fd4\u4e8b\u3092\u3057\u305f\u65e5\u6642\n- \u629c\u304d\u53d6\u308a\u3067\u898b\u3064\u3051\u305f\u7b54\u3048\u306e\u305a\u308c\u3068\u3001\u76f4\u3057\u305f\u5185\u5bb9\n- \u6708\u3054\u3068\u306e `route` \u306e\u4ef6\u6570\u3068\u3001\u7b54\u3048\u3089\u308c\u306a\u304b\u3063\u305f\u8cea\u554f\u306e\u7a2e\u985e\n\n**2\u3064\u76ee\u3067\u300c\u305d\u306e\u6642\u70b9\u306e\u6587\u66f8\u306e\u7248\u300d\u3092\u6b8b\u3059\u306e\u306f\u3001\u6848\u5185\u304c\u5e74\u5ea6\u306e\u9014\u4e2d\u3067\u5909\u308f\u308b\u305f\u3081\u3067\u3059\u3002** \u7de0\u5207\u304c\u5ef6\u3073\u305f\u3001\u9078\u8003\u306e\u56de\u6570\u304c\u5909\u308f\u3063\u305f\u3001\u3068\u3044\u3063\u305f\u5dee\u3057\u66ff\u3048\u306e\u524d\u5f8c\u3067\u3001**\u5b66\u751f\u306b\u3069\u306e\u7248\u3067\u7b54\u3048\u305f\u304b\u304c\u5206\u304b\u3089\u306a\u3044\u3068\u3001\u554f\u3044\u5408\u308f\u305b\u306b\u8aac\u660e\u3067\u304d\u307e\u305b\u3093\u3002**","implementation_level":"\u672c\u683c\u69cb\u6210","difficulty":3,"cost_band":"\u5927","cost_level_label":"RAG\u30fb\u500b\u5225\u958b\u767a","security_level":"\u9ad8","implementation_status":"\u69cb\u6210\u4f8b","assumption_people":3,"assumption_frequency":600,"assumption_workdays":20,"volume_month":600,"before_minutes_per_case":6,"after_minutes_per_case":2,"hourly_cost":3000,"before_hours_month":60,"after_hours_month":20,"saved_hours_month":40,"reduction_rate":67,"saved_hours_year":480,"annual_cost_effect":1440000,"summary":"\u65b0\u5352\u63a1\u7528\u306e\u5b66\u751f\u304b\u3089\u63a1\u7528\u30b5\u30a4\u30c8\u306e\u30c1\u30e3\u30c3\u30c8\u306b\u5c4a\u304f\u300c\u9078\u8003\u306f\u4f55\u56de\u3042\u308a\u307e\u3059\u304b\u300d\u300c\u914d\u5c5e\u306f\u5e0c\u671b\u3067\u304d\u307e\u3059\u304b\u300d\u3068\u3044\u3063\u305f\u8cea\u554f\u306b\u3001\u305d\u306e\u5b66\u751f\u306e\u5352\u696d\u5e74\u5ea6\u3068\u30b3\u30fc\u30b9\u306e\u52df\u96c6\u8981\u9805\u30fb\u9078\u8003\u6848\u5185\u30fb\u63a1\u7528FAQ\u3060\u3051\u3092\u6839\u62e0\u306b\u7b54\u3048\u307e\u3059\u3002\u500b\u5225\u306e\u4e8b\u60c5\u306e\u76f8\u8ac7\u3068\u3001\u6848\u5185\u306b\u7121\u3044\u8cea\u554f\u306f\u63a1\u7528\u62c5\u5f53\u3078\u56de\u3057\u307e\u3059\u3002","before_flow":"1. \u63a1\u7528\u30b5\u30a4\u30c8\u306e\u30d5\u30a9\u30fc\u30e0\u3001\u5c31\u8077\u60c5\u5831\u30b5\u30a4\u30c8\u306e\u30e1\u30c3\u30bb\u30fc\u30b8\u3001\u30e1\u30fc\u30eb\u306e\u3044\u305a\u308c\u304b\u306b\u8cea\u554f\u304c\u5c4a\u304f\n2. \u63a1\u7528\u62c5\u5f53\u304c\u3001\u5e73\u65e5\u306e\u671d\u3068\u5915\u65b9\u306b\u53d7\u4fe1\u7bb1\u3092\u898b\u306b\u884c\u304f\n3. \u5b66\u751f\u306e\u5352\u696d\u5e74\u5ea6\u3068\u30b3\u30fc\u30b9\u3092\u3001\u6587\u9762\u3084\u5fdc\u52df\u306e\u8a18\u9332\u304b\u3089\u78ba\u304b\u3081\u308b\n4. \u305d\u306e\u5e74\u5ea6\u306e\u52df\u96c6\u8981\u9805\u3068\u9078\u8003\u6848\u5185\u3001\u63a1\u7528FAQ\u3092\u958b\u3044\u3066\u3001\u8a72\u5f53\u3059\u308b\u8a18\u8f09\u3092\u63a2\u3059\n5. \u8a18\u8f09\u304c\u7121\u3051\u308c\u3070\u3001\u5e97\u8217\u904b\u55b6\u90e8\u3084\u52b4\u52d9\u306e\u62c5\u5f53\u306b\u78ba\u8a8d\u3059\u308b\n6. \u8fd4\u4fe1\u3092\u66f8\u304f\u3002\u8a00\u3044\u56de\u3057\u306b\u8ff7\u3046\u3082\u306e\u306f\u30c1\u30fc\u30e0\u3067\u76f8\u8ac7\u3059\u308b\n7. \u8fd4\u4fe1\u3059\u308b\u3002\u591c\u3068\u571f\u65e5\u306b\u5c4a\u3044\u305f\u8cea\u554f\u306f\u3001\u7fcc\u55b6\u696d\u65e5\u4ee5\u964d\u306b\u306a\u308b\n\n**\uff08a\uff09\u7b54\u3048\u308b\u307e\u3067\u306b\u6642\u9593\u304c\u304b\u304b\u308b\u3002** \u5b66\u751f\u306f\u8907\u6570\u306e\u4f1a\u793e\u3092\u540c\u6642\u306b\u53d7\u3051\u3066\u3044\u3066\u3001\u8fd4\u4e8b\u306e\u9045\u3044\u4f1a\u793e\u304b\u3089\u9806\u306b\u512a\u5148\u5ea6\u3092\u4e0b\u3052\u307e\u3059\u3002**\u91d1\u66dc\u306e\u591c\u306b\u5c4a\u3044\u305f\u300c\u7de0\u5207\u306f\u3044\u3064\u3067\u3059\u304b\u300d\u306b\u6708\u66dc\u306b\u8fd4\u3059\u3068\u3001\u7de0\u5207\u304c\u904e\u304e\u3066\u3044\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002**\n\n**\uff08b\uff09\u5e74\u5ea6\u3092\u53d6\u308a\u9055\u3048\u308b\u3002** \u62c5\u5f53\u8005\u306f\u4eca\u5e74\u306e\u672c\u9078\u8003\u3068\u6765\u5e74\u306e\u30a4\u30f3\u30bf\u30fc\u30f3\u30b7\u30c3\u30d7\u3092\u540c\u6642\u306b\u56de\u3057\u3066\u3044\u307e\u3059\u3002**\u624b\u5143\u306b\u958b\u3044\u3066\u3044\u305f\u6848\u5185\u304c\u5225\u306e\u5e74\u5ea6\u306e\u3082\u306e\u3060\u3063\u305f\u3001\u3068\u3044\u3046\u7b54\u3048\u9593\u9055\u3044\u304c\u8d77\u304d\u307e\u3059\u3002** \u8cea\u554f\u306e\u6587\u9762\u306b\u5352\u696d\u5e74\u5ea6\u304c\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u3053\u3068\u3082\u591a\u304f\u3001\u78ba\u304b\u3081\u308b\u624b\u9593\u304c\u304b\u304b\u308a\u307e\u3059\u3002\n\n**\uff08c\uff09\u540c\u3058\u8cea\u554f\u306b\u3001\u62c5\u5f53\u8005\u3054\u3068\u306b\u9055\u3046\u8a00\u3044\u65b9\u3067\u7b54\u3048\u308b\u3002** 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\u4ed6\u306e\u8cea\u554f\u3068\u540c\u3058\u53d7\u4fe1\u7bb1\u306b\u5165\u308b\u306e\u3067\u3001\u6025\u3050\u3079\u304d\u76f8\u8ac7\u304c\u57cb\u3082\u308c\u307e\u3059\u3002\n\n**\uff08e\uff09\u7b54\u3048\u305f\u5185\u5bb9\u304c\u6b8b\u3089\u306a\u3044\u3002** \u8fd4\u4fe1\u306f\u30d5\u30a9\u30fc\u30e0\u3001\u5c31\u8077\u60c5\u5831\u30b5\u30a4\u30c8\u3001\u30e1\u30fc\u30eb\u306b\u5206\u304b\u308c\u3066\u6b8b\u308a\u3001**\u3069\u306e\u8cea\u554f\u304c\u4f55\u56de\u6765\u305f\u304b\u3092\u6570\u3048\u308b\u4eba\u304c\u3044\u307e\u305b\u3093\u3002** \u6bce\u5e74\u540c\u3058\u8cea\u554f\u306b\u540c\u3058\u624b\u9593\u3067\u7b54\u3048\u3001\u6848\u5185\u306e\u307b\u3046\u306f\u76f4\u3089\u306a\u3044\u307e\u307e\u3067\u3059\u3002","before_flow_steps":["\u63a1\u7528\u30b5\u30a4\u30c8\u306e\u30d5\u30a9\u30fc\u30e0\u3001\u5c31\u8077\u60c5\u5831\u30b5\u30a4\u30c8\u306e\u30e1\u30c3\u30bb\u30fc\u30b8\u3001\u30e1\u30fc\u30eb\u306e\u3044\u305a\u308c\u304b\u306b\u8cea\u554f\u304c\u5c4a\u304f","\u63a1\u7528\u62c5\u5f53\u304c\u3001\u5e73\u65e5\u306e\u671d\u3068\u5915\u65b9\u306b\u53d7\u4fe1\u7bb1\u3092\u898b\u306b\u884c\u304f","\u5b66\u751f\u306e\u5352\u696d\u5e74\u5ea6\u3068\u30b3\u30fc\u30b9\u3092\u3001\u6587\u9762\u3084\u5fdc\u52df\u306e\u8a18\u9332\u304b\u3089\u78ba\u304b\u3081\u308b","\u305d\u306e\u5e74\u5ea6\u306e\u52df\u96c6\u8981\u9805\u3068\u9078\u8003\u6848\u5185\u3001\u63a1\u7528FAQ\u3092\u958b\u3044\u3066\u3001\u8a72\u5f53\u3059\u308b\u8a18\u8f09\u3092\u63a2\u3059","\u8a18\u8f09\u304c\u7121\u3051\u308c\u3070\u3001\u5e97\u8217\u904b\u55b6\u90e8\u3084\u52b4\u52d9\u306e\u62c5\u5f53\u306b\u78ba\u8a8d\u3059\u308b","\u8fd4\u4fe1\u3092\u66f8\u304f\u3002\u8a00\u3044\u56de\u3057\u306b\u8ff7\u3046\u3082\u306e\u306f\u30c1\u30fc\u30e0\u3067\u76f8\u8ac7\u3059\u308b","\u8fd4\u4fe1\u3059\u308b\u3002\u591c\u3068\u571f\u65e5\u306b\u5c4a\u3044\u305f\u8cea\u554f\u306f\u3001\u7fcc\u55b6\u696d\u65e5\u4ee5\u964d\u306b\u306a\u308b"],"after_flow":"1. **\u3010\u4eba\u3011** \u5b66\u751f\u304c\u63a1\u7528\u30b5\u30a4\u30c8\u306e\u30c1\u30e3\u30c3\u30c8\u3092\u958b\u304d\u3001\u5352\u696d\u5e74\u5ea6\u3068\u30b3\u30fc\u30b9\u3092\u9078\u3076\n2. **\u3010\u81ea\u52d5\u3011** \u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u3001\u9078\u3070\u308c\u305f\u5e74\u5ea6\u3068\u30b3\u30fc\u30b9\u3092\u691c\u7d22\u306e\u7d5e\u308a\u8fbc\u307f\u6761\u4ef6\u306b\u5909\u3048\u308b\n3. **\u3010\u81ea\u52d5\u3011** \u5b66\u751f\u304c\u8cea\u554f\u3092\u66f8\u304f\u3068\u3001\u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u5f15\u304d\u7d99\u304e\u306e\u898f\u5247\u306b\u5f53\u305f\u308b\u304b\u3092\u5148\u306b\u898b\u308b\n4. **\u3010\u81ea\u52d5\u3011** \u5f53\u305f\u3089\u306a\u3051\u308c\u3070\u3001\u691c\u7d22\u57fa\u76e4\u304c\u5e74\u5ea6\u3068\u30b3\u30fc\u30b9\u3067\u7d5e\u3063\u305f\u6587\u66f8\u304b\u3089\u6839\u62e0\u3092\u63a2\u3057\u3066\u7b54\u3048\u3092\u4f5c\u308b\n5. **\u3010\u81ea\u52d5\u3011** \u7b54\u3048\u306b\u51fa\u5178\uff08\u6848\u5185\u306e\u540d\u524d\u3068\u8a72\u5f53\u7b87\u6240\uff09\u3092\u4ed8\u3051\u3066\u8fd4\u3059\n6. **\u3010\u81ea\u52d5\u3011** \u6839\u62e0\u304c\u898b\u3064\u304b\u3089\u306a\u3044\u3001\u307e\u305f\u306f\u6839\u62e0\u306e\u5f53\u305f\u308a\u65b9\u304c\u5f31\u3044\u3068\u304d\u306f\u3001\u7b54\u3048\u305a\u306b\u62c5\u5f53\u8005\u3078\u56de\u3059\u3068\u4f1d\u3048\u308b\n7. **\u3010\u81ea\u52d5\u3011** \u5f15\u304d\u7d99\u304e\u306e\u8cea\u554f\u3092\u3001\u4f1a\u8a71\u306e\u8a18\u9332\u3068\u4e00\u7dd2\u306b\u63a1\u7528\u62c5\u5f53\u306e\u53d7\u4ed8\u306e\u4e00\u89a7\u3078\u5165\u308c\u308b\n8. **\u3010\u4eba\u3011** \u63a1\u7528\u62c5\u5f53\u304c\u3001\u672c\u4eba\u78ba\u8a8d\u306e\u3067\u304d\u308b\u7d4c\u8def\uff08\u63a1\u7528\u30de\u30a4\u30da\u30fc\u30b8\u306e\u30e1\u30c3\u30bb\u30fc\u30b8\u7b49\uff09\u3067\u8fd4\u4e8b\u3092\u3059\u308b\n9. **\u3010\u4eba\u3011** \u9031\u306b1\u56de\u3001\u7b54\u3048\u3089\u308c\u306a\u304b\u3063\u305f\u8cea\u554f\u3092\u898b\u3066\u3001\u6848\u5185\u3068FAQ\u306b\u8db3\u3059\u304b\u3092\u6c7a\u3081\u308b\n\n**3\u756a\u76ee\u304c\u3001\u3053\u306e\u8a2d\u8a08\u306e\u5206\u304b\u308c\u76ee\u3067\u3059\u3002** \u500b\u5225\u306e\u76f8\u8ac7\u3084\u9078\u8003\u7d50\u679c\u306e\u554f\u3044\u5408\u308f\u305b\u306f\u3001**\u691c\u7d22\u306b\u304b\u3051\u308b\u524d\u306b\u898f\u5247\u3067\u53d6\u308a\u51fa\u3057\u307e\u3059\u3002** \u691c\u7d22\u3057\u3066\u304b\u3089\u5224\u65ad\u3059\u308b\u3068\u3001\u305d\u308c\u3089\u3057\u3044\u6848\u5185\u306e\u4e00\u7bc0\u3092\u6839\u62e0\u306b\u7b54\u3048\u3066\u3057\u307e\u3046\u304b\u3089\u3067\u3059\u3002\n\n**9\u756a\u76ee\u3067\u3001AI\u306e\u7b54\u3048\u3089\u308c\u308b\u7bc4\u56f2\u304c\u5e83\u304c\u308a\u307e\u3059\u3002** \u7b54\u3048\u3089\u308c\u306a\u304b\u3063\u305f\u8cea\u554f\u306f\u3001**\u6848\u5185\u306b\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u3053\u3068\u306e\u4e00\u89a7**\u3067\u3059\u3002\u8db3\u3059\u304b\u3069\u3046\u304b\u3092\u6c7a\u3081\u308b\u306e\u306f\u63a1\u7528\u62c5\u5f53\u3067\u3001AI\u306b\u6848\u5185\u3092\u66f8\u304d\u8db3\u3055\u305b\u308b\u3053\u3068\u306f\u3057\u307e\u305b\u3093\u3002","after_flow_steps":["**\u3010\u4eba\u3011** \u5b66\u751f\u304c\u63a1\u7528\u30b5\u30a4\u30c8\u306e\u30c1\u30e3\u30c3\u30c8\u3092\u958b\u304d\u3001\u5352\u696d\u5e74\u5ea6\u3068\u30b3\u30fc\u30b9\u3092\u9078\u3076","**\u3010\u81ea\u52d5\u3011** \u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u3001\u9078\u3070\u308c\u305f\u5e74\u5ea6\u3068\u30b3\u30fc\u30b9\u3092\u691c\u7d22\u306e\u7d5e\u308a\u8fbc\u307f\u6761\u4ef6\u306b\u5909\u3048\u308b","**\u3010\u81ea\u52d5\u3011** \u5b66\u751f\u304c\u8cea\u554f\u3092\u66f8\u304f\u3068\u3001\u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u5f15\u304d\u7d99\u304e\u306e\u898f\u5247\u306b\u5f53\u305f\u308b\u304b\u3092\u5148\u306b\u898b\u308b","**\u3010\u81ea\u52d5\u3011** \u5f53\u305f\u3089\u306a\u3051\u308c\u3070\u3001\u691c\u7d22\u57fa\u76e4\u304c\u5e74\u5ea6\u3068\u30b3\u30fc\u30b9\u3067\u7d5e\u3063\u305f\u6587\u66f8\u304b\u3089\u6839\u62e0\u3092\u63a2\u3057\u3066\u7b54\u3048\u3092\u4f5c\u308b","**\u3010\u81ea\u52d5\u3011** \u7b54\u3048\u306b\u51fa\u5178\uff08\u6848\u5185\u306e\u540d\u524d\u3068\u8a72\u5f53\u7b87\u6240\uff09\u3092\u4ed8\u3051\u3066\u8fd4\u3059","**\u3010\u81ea\u52d5\u3011** \u6839\u62e0\u304c\u898b\u3064\u304b\u3089\u306a\u3044\u3001\u307e\u305f\u306f\u6839\u62e0\u306e\u5f53\u305f\u308a\u65b9\u304c\u5f31\u3044\u3068\u304d\u306f\u3001\u7b54\u3048\u305a\u306b\u62c5\u5f53\u8005\u3078\u56de\u3059\u3068\u4f1d\u3048\u308b","**\u3010\u81ea\u52d5\u3011** \u5f15\u304d\u7d99\u304e\u306e\u8cea\u554f\u3092\u3001\u4f1a\u8a71\u306e\u8a18\u9332\u3068\u4e00\u7dd2\u306b\u63a1\u7528\u62c5\u5f53\u306e\u53d7\u4ed8\u306e\u4e00\u89a7\u3078\u5165\u308c\u308b","**\u3010\u4eba\u3011** \u63a1\u7528\u62c5\u5f53\u304c\u3001\u672c\u4eba\u78ba\u8a8d\u306e\u3067\u304d\u308b\u7d4c\u8def\uff08\u63a1\u7528\u30de\u30a4\u30da\u30fc\u30b8\u306e\u30e1\u30c3\u30bb\u30fc\u30b8\u7b49\uff09\u3067\u8fd4\u4e8b\u3092\u3059\u308b","**\u3010\u4eba\u3011** \u9031\u306b1\u56de\u3001\u7b54\u3048\u3089\u308c\u306a\u304b\u3063\u305f\u8cea\u554f\u3092\u898b\u3066\u3001\u6848\u5185\u3068FAQ\u306b\u8db3\u3059\u304b\u3092\u6c7a\u3081\u308b"],"architecture":"```\n\u63a1\u7528\u30b5\u30a4\u30c8\u306e\u30c1\u30e3\u30c3\u30c8\uff08\u30ed\u30b0\u30a4\u30f3\u4e0d\u8981\uff09\n   \u2502  \u2460 \u5352\u696d\u5e74\u5ea6\u3068\u30b3\u30fc\u30b9\u3092\u9078\u3076  \u2461 \u8cea\u554f\u3092\u66f8\u304f\n   \u25bc\n\u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0\uff08Cloud Run\uff09\n   \u251c\u2500\u2500\u25b6 \u5f15\u304d\u7d99\u304e\u306e\u898f\u5247\u306b\u5f53\u305f\u308b\u304b\uff08\u30ad\u30fc\u30ef\u30fc\u30c9\u3068\u5206\u985e\uff09\n   \u2502       \u5f53\u305f\u308b \u2192 \u53d7\u4ed8\u306e\u4e00\u89a7\u3078\uff08\u62c5\u5f53\u304c\u672c\u4eba\u78ba\u8a8d\u306e\u3067\u304d\u308b\u7d4c\u8def\u3067\u8fd4\u4e8b\uff09\n   \u25bc  \u5f53\u305f\u3089\u306a\u3044\nVertex AI Search\uff08Agent Search\uff09\u306e answer \u30e1\u30bd\u30c3\u30c9\n   \u2502   \u7d5e\u308a\u8fbc\u307f\uff1agrad_year\u30fbcourse\u30fbstatus\n   \u2502   \u30c7\u30fc\u30bf\u30b9\u30c8\u30a2\uff1a\u52df\u96c6\u8981\u9805\uff0f\u9078\u8003\u6848\u5185\uff0f\u63a1\u7528FAQ\uff0f\u914d\u5c5e\u3068\u52e4\u52d9\u5730\u306e\u6848\u5185\n   \u25bc  \u7b54\u3048\u30fb\u51fa\u5178\u30fb\u6839\u62e0\u306e\u5f37\u3055\n\u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0 \u2500\u2500 \u6839\u62e0\u304c\u5f31\u3051\u308c\u3070\u7b54\u3048\u305a\u306b\u5f15\u304d\u7d99\u3050\n   \u25bc\n\u30c1\u30e3\u30c3\u30c8\u306b\u8fd4\u3059 \uff0f \u4f1a\u8a71\u306e\u8a18\u9332\u3092\u4fdd\u7ba1\u30fb\u96c6\u8a08\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\u30c1\u30e3\u30c3\u30c8\u753b\u9762\u3068\u691c\u7d22\u57fa\u76e4\u3068\u53d7\u4ed8\u306e\u4e00\u89a7\u3092\u3064\u306a\u3050\uff09 | Node.js \u3067\u540c\u3058\u3082\u306e\u3092\u66f8\u304f |\n| \u96c6\u8a08 | BigQuery\uff08\u4f1a\u8a71\u306e\u8a18\u9332\u306e\u4fdd\u7ba1\u3068\u3001\u7b54\u3048\u3089\u308c\u306a\u304b\u3063\u305f\u8cea\u554f\u306e\u6708\u6b21\u96c6\u8a08\uff09 | Google \u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8 |\n| \u4fdd\u7ba1 | Cloud Storage\uff08\u6848\u5185\u306e\u6587\u66f8\u306e\u539f\u672c\u3068\u30e1\u30bf\u30c7\u30fc\u30bf\uff09 | \u2500 |\n\n**\u63a1\u7528\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\u306b\u306f\u3064\u306a\u304e\u307e\u305b\u3093\u3002** \u3053\u306e\u30c1\u30e3\u30c3\u30c8\u306f\u540d\u4e57\u3089\u306a\u3044\u5b66\u751f\u304c\u4f7f\u3046\u306e\u3067\u3001**\u9078\u8003\u306e\u72b6\u6cc1\u3092\u5f15\u304f\u7d4c\u8def\u305d\u306e\u3082\u306e\u3092\u6301\u305f\u305b\u306a\u3044**\u306e\u304c\u5b89\u5168\u3067\u3059\u3002\u672c\u4eba\u306b\u95a2\u308f\u308b\u8cea\u554f\u306f\u3001\u63a1\u7528\u62c5\u5f53\u304c\u63a1\u7528\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\u3092\u898b\u306a\u304c\u3089\u3001\u672c\u4eba\u78ba\u8a8d\u306e\u3067\u304d\u308b\u7d4c\u8def\u3067\u7b54\u3048\u307e\u3059\u3002\n\n**\u571f\u53f0\u306b\u306a\u308b\u306e\u306f\u3001Vertex AI Search \u306e answer \u30e1\u30bd\u30c3\u30c9\u3067\u3059\u3002** \u516c\u5f0f\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306b\u306f\u300cVertex AI Search is being renamed to Agent Search.\u300d\u3068\u66f8\u304b\u308c\u3066\u304a\u308a\u3001**\u88fd\u54c1\u306f Agent Search \u3078\u6539\u79f0\u3055\u308c\u3064\u3064\u3042\u308a\u307e\u3059\u3002** \u672c\u8a18\u4e8b\u3067\u306f\u4e21\u65b9\u306e\u540d\u524d\u3092\u4f75\u8a18\u3057\u307e\u3059\u3002answer \u30e1\u30bd\u30c3\u30c9\u306f\u3001\u30c7\u30fc\u30bf\u30b9\u30c8\u30a2\u304b\u3089\u6839\u62e0\u3092\u63a2\u3057\u3066\u7b54\u3048\u3092\u4f5c\u308a\u3001**\u7b54\u3048\u306e\u6587\u3054\u3068\u306b\u51fa\u5178\u3092\u793a\u3059**\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\n\n**\u30c7\u30fc\u30bf\u30b9\u30c8\u30a2\u306f Cloud Storage \u306e\u30d5\u30a9\u30eb\u30c0\u304b\u3089\u4f5c\u308a\u307e\u3059\u3002** \u975e\u69cb\u9020\u5316\u306e\u6587\u66f8\u3068\u3057\u3066 PDF\u3001HTML\u3001DOC\u3001TXT\u3001PPTX \u3092\u53d6\u308a\u8fbc\u3081\u3001**\u6587\u66f8\u3054\u3068\u306b\u30e1\u30bf\u30c7\u30fc\u30bf\u3092 JSONL \u3067\u4ed8\u3051\u3089\u308c\u307e\u3059\u3002** \u5352\u696d\u5e74\u5ea6\u3068\u30b3\u30fc\u30b9\u3092\u3001\u3053\u306e\u30e1\u30bf\u30c7\u30fc\u30bf\u306b\u6301\u305f\u305b\u307e\u3059\u3002Cloud Storage \u306e\u53d6\u308a\u8fbc\u307f\u306f1\u56de\u3060\u3051\u304b\u5b9a\u671f\u306e\u540c\u671f\u304b\u3092\u9078\u3079\u308b\u306e\u3067\u3001**\u6848\u5185\u3092\u5dee\u3057\u66ff\u3048\u305f\u3089\u540c\u671f\u3067\u53cd\u6620\u3057\u307e\u3059\u3002**","implementation_steps":"### \u30c8\u30ea\u30ac\u30fc\n\n**\u5b66\u751f\u304c\u30c1\u30e3\u30c3\u30c8\u306b\u8cea\u554f\u3092\u66f8\u3044\u305f\u3068\u304d\u306b\u52d5\u304d\u307e\u3059\u3002** \u6700\u521d\u306e\u753b\u9762\u3067\u5352\u696d\u5e74\u5ea6\u3068\u30b3\u30fc\u30b9\u3092\u9078\u3093\u3067\u3082\u3089\u3044\u3001\u9078\u3076\u307e\u3067\u306f\u8cea\u554f\u6b04\u3092\u958b\u304d\u307e\u305b\u3093\u3002**\u5e74\u5ea6\u3092\u9078\u3070\u305a\u306b\u8cea\u554f\u3067\u304d\u308b\u4f5c\u308a\u306b\u3059\u308b\u3068\u3001\u691c\u7d22\u306e\u7bc4\u56f2\u3092\u5207\u308c\u307e\u305b\u3093\u3002**\n\n\u30b3\u30fc\u30b9\u306f\u300c\u5168\u56fd\u30b3\u30fc\u30b9\u300d\u300c\u5730\u57df\u9650\u5b9a\u30b3\u30fc\u30b9\u300d\u300c\u307e\u3060\u6c7a\u3081\u3066\u3044\u306a\u3044\u300d\u306e3\u3064\u304b\u3089\u9078\u3073\u307e\u3059\u3002**\u307e\u3060\u6c7a\u3081\u3066\u3044\u306a\u3044\u5b66\u751f\u306b\u306f\u3001\u4e21\u65b9\u306e\u30b3\u30fc\u30b9\u306e\u6587\u66f8\u3092\u691c\u7d22\u306e\u7bc4\u56f2\u306b\u5165\u308c\u3001\u7b54\u3048\u3092\u30b3\u30fc\u30b9\u3054\u3068\u306b\u5206\u3051\u3066\u8fd4\u3057\u307e\u3059\u3002** \u3069\u3061\u3089\u304b\u4e00\u65b9\u3067\u7b54\u3048\u308b\u3068\u3001\u9055\u3046\u30b3\u30fc\u30b9\u306e\u6761\u4ef6\u3092\u81ea\u5206\u306e\u3053\u3068\u3060\u3068\u53d7\u3051\u53d6\u308a\u307e\u3059\u3002\n\n**1\u3064\u306e\u4f1a\u8a71\u306f\u3001\u540c\u3058\u5e74\u5ea6\u3068\u30b3\u30fc\u30b9\u306e\u307e\u307e\u7d9a\u3051\u307e\u3059\u3002** answer \u30e1\u30bd\u30c3\u30c9\u306f\u30bb\u30c3\u30b7\u30e7\u30f3\u3092\u4f7f\u3063\u305f\u8907\u6570\u56de\u306e\u3084\u308a\u53d6\u308a\u306b\u5bfe\u5fdc\u3057\u3066\u304a\u308a\u3001\u524d\u306e\u8cea\u554f\u3092\u8e0f\u307e\u3048\u3066\u6b21\u306e\u8cea\u554f\u3092\u8a00\u3044\u63db\u3048\u3066\u691c\u7d22\u3057\u307e\u3059\u3002**\u9014\u4e2d\u3067\u5e74\u5ea6\u3092\u5909\u3048\u305f\u3044\u3068\u304d\u306f\u3001\u4f1a\u8a71\u3092\u65b0\u3057\u304f\u59cb\u3081\u3066\u3082\u3089\u3044\u307e\u3059\u3002** 1\u3064\u306e\u4f1a\u8a71\u306e\u4e2d\u3067\u5e74\u5ea6\u3092\u5207\u308a\u66ff\u3048\u3089\u308c\u308b\u4f5c\u308a\u306b\u3059\u308b\u3068\u3001\u524d\u306e\u5e74\u5ea6\u306e\u8cea\u554f\u3092\u8e0f\u307e\u3048\u305f\u8a00\u3044\u63db\u3048\u304c\u3001\u65b0\u3057\u3044\u5e74\u5ea6\u306e\u691c\u7d22\u306b\u6df7\u3056\u308a\u307e\u3059\u3002\n\n**\u30c1\u30e3\u30c3\u30c8\u306f24\u6642\u9593\u958b\u3051\u3066\u304a\u304d\u307e\u3059\u3002** \u591c\u3068\u571f\u65e5\u306b\u7b54\u3048\u3089\u308c\u308b\u3053\u3068\u304c\u3001\u3053\u306e\u69cb\u6210\u306e\u3044\u3061\u3070\u3093\u306e\u4fa1\u5024\u3060\u304b\u3089\u3067\u3059\u3002\u305d\u306e\u304b\u308f\u308a\u3001\u5f15\u304d\u7d99\u3044\u3060\u8cea\u554f\u306b\u306f\u300c\u63a1\u7528\u62c5\u5f53\u8005\u304b\u3089\u3001\u7fcc\u55b6\u696d\u65e5\u4ee5\u964d\u306b\u56de\u7b54\u3057\u307e\u3059\u300d\u3068\u3001**\u8fd4\u4e8b\u306e\u6642\u671f\u3092\u5fc5\u305a\u793a\u3057\u307e\u3059\u3002** \u6642\u671f\u3092\u66f8\u304b\u306a\u3044\u3068\u3001\u5b66\u751f\u306f\u540c\u3058\u8cea\u554f\u3092\u30d5\u30a9\u30fc\u30e0\u3068\u30e1\u30fc\u30eb\u306b\u91cd\u306d\u3066\u9001\u308a\u307e\u3059\u3002\n\n### \u5165\u529b\u30c7\u30fc\u30bf\n\n| \u30c7\u30fc\u30bf | \u4e2d\u8eab | \u53d6\u5f97\u5143 |\n|:--|:--|:--|\n| \u5b66\u751f\u306e\u8cea\u554f | \u8cea\u554f\u306e\u6587\u9762\u3001\u9078\u3093\u3060\u5352\u696d\u5e74\u5ea6\u3068\u30b3\u30fc\u30b9\u3001\u4f1a\u8a71\u306e\u4e2d\u306e\u524d\u306e\u8cea\u554f | \u63a1\u7528\u30b5\u30a4\u30c8\u306e\u30c1\u30e3\u30c3\u30c8 |\n| \u52df\u96c6\u8981\u9805 | \u52df\u96c6\u3059\u308b\u30b3\u30fc\u30b9\u3001\u4ed5\u4e8b\u306e\u5185\u5bb9\u3001\u52e4\u52d9\u5730\u3001\u52b4\u50cd\u6761\u4ef6\u3001**\u5c31\u696d\u5834\u6240\u3068\u696d\u52d9\u306e\u5909\u66f4\u306e\u7bc4\u56f2** | \u4eba\u4e8b\u90e8\u304c\u7ba1\u7406\u3059\u308b\u6b63\u672c |\n| \u9078\u8003\u6848\u5185 | \u9078\u8003\u306e\u6d41\u308c\u3001\u5404\u6bb5\u968e\u306e\u63d0\u51fa\u7269\u3001\u7de0\u5207\u3001\u65e5\u7a0b\u306e\u6c7a\u3081\u65b9 | \u540c\u4e0a |\n| \u63a1\u7528FAQ | \u904e\u53bb\u306b\u591a\u304b\u3063\u305f\u8cea\u554f\u3068\u3001\u4eba\u4e8b\u90e8\u304c\u78ba\u5b9a\u3057\u305f\u7b54\u3048 | \u540c\u4e0a |\n| \u914d\u5c5e\u3068\u52e4\u52d9\u5730\u306e\u6848\u5185 | \u6700\u521d\u306e\u914d\u5c5e\u306e\u6c7a\u3081\u65b9\u3001\u7570\u52d5\u306e\u8003\u3048\u65b9\u3001\u30b3\u30fc\u30b9\u3054\u3068\u306e\u8ee2\u5c45\u306e\u6709\u7121 | \u4eba\u4e8b\u90e8\u3068\u5e97\u8217\u904b\u55b6\u90e8\u3067\u78ba\u5b9a\u3057\u305f\u3082\u306e |\n| \u5f15\u304d\u7d99\u304e\u306e\u898f\u5247 | \u62c5\u5f53\u3078\u56de\u3059\u8cea\u554f\u306e\u7a2e\u985e\u3068\u3001\u305d\u306e\u898b\u5206\u3051\u65b9 | \u63a1\u7528\u62c5\u5f53\u304c\u6c7a\u3081\u3066\u6301\u3064\u4e00\u89a7 |\n\n**\u8cea\u3092\u6c7a\u3081\u308b\u306e\u306f\u3001\u914d\u5c5e\u3068\u52e4\u52d9\u5730\u306e\u6848\u5185\u3067\u3059\u3002** \u5b66\u751f\u304c\u3044\u3061\u3070\u3093\u591a\u304f\u805e\u304f\u306e\u306b\u3001\u52df\u96c6\u8981\u9805\u306b\u306f\u77ed\u304f\u3057\u304b\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u3053\u3068\u304c\u591a\u3044\u3002**\u3053\u3053\u304c\u6587\u66f8\u3068\u3057\u3066\u78ba\u5b9a\u3057\u3066\u3044\u306a\u3044\u3068\u3001AI\u306f\u7b54\u3048\u3089\u308c\u306a\u3044\u304b\u3001\u5225\u306e\u6587\u66f8\u306e\u4e00\u7bc0\u304b\u3089\u305d\u308c\u3089\u3057\u304f\u7b54\u3048\u307e\u3059\u3002** \u5e97\u8217\u904b\u55b6\u90e8\u3068\u78ba\u5b9a\u3055\u305b\u3066\u304b\u3089\u8f09\u305b\u307e\u3059\u3002\n\n**\u52df\u96c6\u8981\u9805\u306e\u300c\u5909\u66f4\u306e\u7bc4\u56f2\u300d\u306f\u5fc5\u305a\u5165\u308c\u307e\u3059\u3002** \u539a\u751f\u52b4\u50cd\u7701\u306f\u30012024\u5e744\u6708\u304b\u3089\u52df\u96c6\u306e\u969b\u306b\u660e\u793a\u3059\u308b\u52b4\u50cd\u6761\u4ef6\u3068\u3057\u3066\u3001**\u5f93\u4e8b\u3059\u3079\u304d\u696d\u52d9\u306e\u5909\u66f4\u306e\u7bc4\u56f2\u3068\u3001\u5c31\u696d\u306e\u5834\u6240\u306e\u5909\u66f4\u306e\u7bc4\u56f2**\u304c\u52a0\u308f\u3063\u305f\u3068\u3057\u3066\u3044\u307e\u3059\u3002\u8ee2\u52e4\u306e\u8cea\u554f\u3078\u306e\u7b54\u3048\u306f\u3001\u3053\u306e\u8a18\u8f09\u3068\u305a\u308c\u3066\u306f\u3044\u3051\u307e\u305b\u3093\u3002\n\n### \u30c7\u30fc\u30bf\u306e\u53d6\u5f97\u65b9\u6cd5\n\n**\u6587\u66f8\u306f Cloud Storage \u306e\u30d5\u30a9\u30eb\u30c0\u306b\u7f6e\u304d\u3001\u30e1\u30bf\u30c7\u30fc\u30bf\u306e JSONL \u3068\u4e00\u7dd2\u306b\u30c7\u30fc\u30bf\u30b9\u30c8\u30a2\u3078\u53d6\u308a\u8fbc\u307f\u307e\u3059\u3002** 1\u6587\u66f8\u3054\u3068\u306b\u6b21\u306e\u30e1\u30bf\u30c7\u30fc\u30bf\u3092\u4ed8\u3051\u307e\u3059\u3002\n\n| \u30e1\u30bf\u30c7\u30fc\u30bf | \u5024\u306e\u4f8b | \u4f7f\u3044\u3069\u3053\u308d |\n|:--|:--|:--|\n| `grad_year` | `2027`\u3001`2028` | \u5352\u696d\u5e74\u5ea6\u3067\u691c\u7d22\u306e\u7bc4\u56f2\u3092\u5207\u308b |\n| `course` | `national`\u3001`regional`\u3001`common` | \u30b3\u30fc\u30b9\u3067\u7bc4\u56f2\u3092\u5207\u308b\u3002\u4e21\u30b3\u30fc\u30b9\u306b\u5171\u901a\u306a\u3089 `common` |\n| `status` | `published`\u3001`draft`\u3001`archived` | \u516c\u958b\u4e2d\u306e\u7248\u3060\u3051\u3092\u691c\u7d22\u3055\u305b\u308b |\n| `doc_type` | `requirements`\u3001`selection_guide`\u3001`faq`\u3001`placement` | \u51fa\u5178\u306e\u8868\u793a\u3068\u3001\u96c6\u8a08 |\n| `valid_until` | \u6848\u5185\u306e\u6709\u52b9\u671f\u9650\uff08\u6570\u5024\u306e\u65e5\u4ed8\uff09 | \u671f\u9650\u5207\u308c\u306e\u6848\u5185\u3092\u5916\u3059 |\n\n**\u7d5e\u308a\u8fbc\u307f\u306b\u4f7f\u3046\u9805\u76ee\u306f\u3001\u30c7\u30fc\u30bf\u30b9\u30c8\u30a2\u306e\u30b9\u30ad\u30fc\u30de\u3067\u300cIndexable\u300d\u306b\u3057\u307e\u3059\u3002** \u6307\u5b9a\u3057\u306a\u3044\u3068\u3001\u30e1\u30bf\u30c7\u30fc\u30bf\u3092\u4ed8\u3051\u3066\u3044\u3066\u3082\u7d5e\u308a\u8fbc\u307f\u306b\u4f7f\u3048\u307e\u305b\u3093\u3002\u7d5e\u308a\u8fbc\u307f\u306e\u5f0f\u306f `ANY()` \u306b\u3088\u308b\u5b8c\u5168\u4e00\u81f4\u3068\u3001`AND`\u30fb`OR`\u30fb`NOT` \u306e\u7d44\u307f\u5408\u308f\u305b\u3067\u66f8\u3051\u307e\u3059\u3002\n\n```\ngrad_year: ANY(\"2028\") AND course: ANY(\"regional\", \"common\") AND status: ANY(\"published\")\n```\n\n**`common` \u3092\u5fc5\u305a `ANY()` \u306b\u5165\u308c\u307e\u3059\u3002** \u9078\u8003\u306e\u6d41\u308c\u3084\u63d0\u51fa\u7269\u306e\u3088\u3046\u306b\u30b3\u30fc\u30b9\u3067\u5909\u308f\u3089\u306a\u3044\u6848\u5185\u306f `common` \u30671\u3064\u3060\u3051\u6301\u3061\u3001**\u540c\u3058\u6587\u66f8\u3092\u30b3\u30fc\u30b9\u3054\u3068\u306b\u8907\u88fd\u3057\u307e\u305b\u3093\u3002** \u8907\u88fd\u3059\u308b\u3068\u3001\u7247\u65b9\u3060\u3051\u76f4\u3057\u3066\u98df\u3044\u9055\u3046\u7248\u304c\u6b8b\u308a\u307e\u3059\u3002\n\n`valid_until` \u3092\u6570\u5024\u3067\u6301\u3064\u3068\u3001\u6bd4\u8f03\u306e\u6f14\u7b97\u5b50\uff08`<`\u3001`>=` \u306a\u3069\uff09\u3067\u671f\u9650\u5207\u308c\u3092\u5916\u305b\u307e\u3059\u3002**\u7de0\u5207\u306e\u904e\u304e\u305f\u9078\u8003\u6848\u5185\u3092\u3001\u7b54\u3048\u306e\u6839\u62e0\u306b\u3057\u306a\u3044**\u305f\u3081\u3067\u3059\u3002\n\n### \u524d\u51e6\u7406\n\n1. **\u5e74\u5ea6\u3068\u30b3\u30fc\u30b9\u306e\u78ba\u8a8d** \u2026 \u30c1\u30e3\u30c3\u30c8\u3067\u9078\u3093\u3060\u5024\u3092\u3001\u6c7a\u307e\u3063\u305f\u5024\u306e\u4e00\u89a7\u3068\u7167\u3089\u3057\u307e\u3059\u3002\u4e00\u89a7\u306b\u7121\u3044\u5024\u306a\u3089\u4f1a\u8a71\u3092\u59cb\u3081\u307e\u305b\u3093\n2. **\u500b\u4eba\u60c5\u5831\u306e\u9664\u53bb** \u2026 \u8cea\u554f\u306e\u6587\u9762\u304b\u3089\u3001\u6c0f\u540d\u3001\u96fb\u8a71\u756a\u53f7\u3001\u30e1\u30fc\u30eb\u30a2\u30c9\u30ec\u30b9\u3001\u5b66\u7c4d\u756a\u53f7\u3089\u3057\u3044\u6587\u5b57\u5217\u3092\u4f0f\u305b\u3066\u304b\u3089\u691c\u7d22\u306b\u304b\u3051\u307e\u3059\n3. **\u5f15\u304d\u7d99\u304e\u306e\u898f\u5247\u306e\u7167\u5408** \u2026 \u9078\u8003\u306e\u7d50\u679c\u3001\u672c\u4eba\u306e\u72b6\u6cc1\u3001\u5065\u5eb7\u3084\u5bb6\u65cf\u306e\u4e8b\u60c5\u3001\u30cf\u30e9\u30b9\u30e1\u30f3\u30c8\u306e\u76f8\u8ac7\u3001\u5185\u5b9a\u306e\u8f9e\u9000\u306b\u5f53\u305f\u308b\u8a9e\u3092\u898b\u307e\u3059\n4. **\u8cea\u554f\u306e\u9577\u3055\u306e\u78ba\u8a8d** \u2026 \u9577\u3059\u304e\u308b\u8cea\u554f\u306f\u3001\u6700\u521d\u306e\u6570\u767e\u5b57\u3060\u3051\u3067\u691c\u7d22\u3057\u3001\u7d9a\u304d\u306f\u62c5\u5f53\u3078\u56de\u3059\u5019\u88dc\u306b\u3057\u307e\u3059\n5. **\u7d5e\u308a\u8fbc\u307f\u306e\u5f0f\u306e\u7d44\u307f\u7acb\u3066** \u2026 \u5e74\u5ea6\u30fb\u30b3\u30fc\u30b9\u30fb\u516c\u958b\u306e\u72b6\u614b\u30fb\u6709\u52b9\u671f\u9650\u304b\u3089\u5f0f\u3092\u4f5c\u308a\u307e\u3059\u3002**\u5b66\u751f\u306e\u66f8\u3044\u305f\u6587\u5b57\u3092\u5f0f\u306b\u6df7\u305c\u307e\u305b\u3093**\n\n**3\u756a\u76ee\u3092\u8efd\u304f\u898b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u300c\u9762\u63a5\u306b\u843d\u3061\u305f\u3089\u3082\u3046\u4e00\u5ea6\u53d7\u3051\u3089\u308c\u307e\u3059\u304b\u300d\u306f\u4e00\u822c\u306e\u6848\u5185\u3067\u7b54\u3048\u3089\u308c\u307e\u3059\u304c\u3001\u300c\u5148\u9031\u306e\u9762\u63a5\u306e\u7d50\u679c\u306f\u307e\u3060\u3067\u3059\u304b\u300d\u306f\u672c\u4eba\u306e\u9078\u8003\u306e\u8a71\u3067\u3059\u3002**\u4f3c\u305f\u8a00\u8449\u3067\u4e2d\u8eab\u304c\u9055\u3046\u306e\u3067\u3001\u8ff7\u3046\u3082\u306e\u306f\u62c5\u5f53\u3078\u56de\u3059\u5074\u306b\u5012\u3057\u307e\u3059\u3002**\n\n**5\u756a\u76ee\u306f\u3001\u691c\u7d22\u306e\u7bc4\u56f2\u3092\u5b66\u751f\u306b\u64cd\u4f5c\u3055\u305b\u306a\u3044\u305f\u3081\u3067\u3059\u3002** \u5f0f\u306b\u5b66\u751f\u306e\u5165\u529b\u304c\u5165\u308b\u3068\u3001\u300c2029\u5e74\u5ea6\u306e\u6848\u5185\u3082\u542b\u3081\u3066\u300d\u306e\u3088\u3046\u306a\u6587\u9762\u3067\u7bc4\u56f2\u304c\u5e83\u304c\u308b\u304a\u305d\u308c\u304c\u3042\u308a\u307e\u3059\u3002\n\n### AI\u306b\u4f55\u3092\u3055\u305b\u308b\u306e\u304b\n\n**\u3055\u305b\u308b\u306e\u306f\u3001\u7d5e\u308a\u8fbc\u3093\u3060\u6587\u66f8\u306e\u4e2d\u304b\u3089\u6839\u62e0\u3092\u63a2\u3057\u3001\u5b66\u751f\u306e\u8cea\u554f\u306b\u6848\u5185\u306e\u8a00\u8449\u3067\u7b54\u3048\u308b\u3053\u3068\u3060\u3051\u3067\u3059\u3002**\n\n| \u8cea\u554f\u306e\u7a2e\u985e | \u7b54\u3048\u65b9 | \u6839\u62e0\u306b\u3059\u308b\u6587\u66f8 |\n|:--|:--|:--|\n| \u9078\u8003\u306e\u6d41\u308c\u30fb\u56de\u6570 | \u6848\u5185\u306e\u3068\u304a\u308a\u306b\u6bb5\u968e\u3092\u4e26\u3079\u308b | \u9078\u8003\u6848\u5185 |\n| \u63d0\u51fa\u7269\u30fb\u7de0\u5207 | \u7de0\u5207\u306e\u65e5\u4ed8\u306f\u6587\u66f8\u306e\u307e\u307e\u5199\u3059 | \u9078\u8003\u6848\u5185 |\n| \u65e5\u7a0b\u306e\u6c7a\u3081\u65b9 | \u4e88\u7d04\u306e\u65b9\u6cd5\u3068\u5909\u66f4\u306e\u624b\u7d9a\u304d\u3092\u793a\u3059 | \u9078\u8003\u6848\u5185\u3001FAQ |\n| \u914d\u5c5e\u30fb\u8ee2\u52e4 | \u30b3\u30fc\u30b9\u3054\u3068\u306e\u8a18\u8f09\u3092\u305d\u306e\u307e\u307e\u793a\u3059 | \u914d\u5c5e\u3068\u52e4\u52d9\u5730\u306e\u6848\u5185\u3001\u52df\u96c6\u8981\u9805 |\n| \u5f85\u9047 | \u521d\u4efb\u7d66\u30fb\u4f11\u65e5\u30fb\u624b\u5f53\u306f\u52df\u96c6\u8981\u9805\u306e\u8a18\u8f09\u3060\u3051 | \u52df\u96c6\u8981\u9805 |\n| \u4ed5\u4e8b\u306e\u5185\u5bb9 | \u52df\u96c6\u8981\u9805\u3068\u3001\u516c\u958b\u3057\u3066\u3044\u308b\u8077\u7a2e\u306e\u8aac\u660e | \u52df\u96c6\u8981\u9805\u3001FAQ |\n\n**\u5f85\u9047\u306e\u884c\u306f\u3001\u66f8\u3044\u3066\u3042\u308b\u3053\u3068\u3057\u304b\u7b54\u3048\u307e\u305b\u3093\u3002** \u300c\u6b8b\u696d\u306f\u3069\u306e\u304f\u3089\u3044\u3067\u3059\u304b\u300d\u306b\u3001\u52df\u96c6\u8981\u9805\u306e\u5e73\u5747\u306e\u6642\u9593\u5916\u52b4\u50cd\u306e\u8a18\u8f09\u304c\u3042\u308c\u3070\u305d\u308c\u3092\u793a\u3057\u3001**\u7121\u3051\u308c\u3070\u300c\u62c5\u5f53\u8005\u304b\u3089\u56de\u7b54\u3057\u307e\u3059\u300d\u3068\u8fd4\u3057\u307e\u3059\u3002** \u5e97\u8217\u306b\u3088\u308b\u9055\u3044\u3092\u63a8\u6e2c\u3067\u88dc\u3046\u3053\u3068\u306f\u3055\u305b\u307e\u305b\u3093\u3002\n\n| \u3055\u305b\u306a\u3044\u3053\u3068 | \u7406\u7531 |\n|:--|:--|\n| \u9078\u8003\u306e\u7d50\u679c\u3001\u672c\u4eba\u306e\u72b6\u6cc1\u3078\u306e\u56de\u7b54 | \u672c\u4eba\u3092\u78ba\u304b\u3081\u3089\u308c\u306a\u3044\u7a93\u53e3\u3060\u304b\u3089 |\n| \u6848\u5185\u306b\u7121\u3044\u6761\u4ef6\u306e\u7d04\u675f\uff08\u300c\u5e0c\u671b\u306e\u5e97\u8217\u306b\u914d\u5c5e\u3055\u308c\u307e\u3059\u300d\u306a\u3069\uff09 | \u62c5\u5f53\u8005\u306e\u8a00\u8449\u4ee5\u4e0a\u306b\u3001\u4f1a\u793e\u306e\u7d04\u675f\u306b\u805e\u3053\u3048\u308b |\n| \u500b\u5225\u306e\u4e8b\u60c5\u306e\u76f8\u8ac7\u3078\u306e\u56de\u7b54 | \u4e00\u5f8b\u306e\u6848\u5185\u3067\u7b54\u3048\u308b\u3082\u306e\u3067\u306f\u306a\u3044 |\n| \u5b66\u751f\u306e\u5bb6\u65cf\u30fb\u51fa\u8eab\u5730\u30fb\u601d\u60f3\u306a\u3069\u3092\u805e\u304f\u3053\u3068 | \u516c\u6b63\u306a\u63a1\u7528\u9078\u8003\u306e\u89b3\u70b9\u304b\u3089\u3001\u53ce\u96c6\u3057\u3066\u306f\u3044\u3051\u306a\u3044\u60c5\u5831\u304c\u3042\u308b |\n| \u4ed6\u793e\u3068\u306e\u6bd4\u8f03 | \u6839\u62e0\u3092\u6301\u305f\u306a\u3044 |\n\n**4\u884c\u76ee\u306f\u3001AI\u304c\u4f1a\u8a71\u3092\u7d9a\u3051\u3088\u3046\u3068\u3057\u3066\u8d77\u304d\u307e\u3059\u3002** \u300c\u5730\u5143\u3067\u50cd\u304d\u305f\u3044\u300d\u3068\u3044\u3046\u5b66\u751f\u306b\u3001\u6c17\u3092\u5229\u304b\u305b\u3066\u300c\u3054\u5b9f\u5bb6\u306f\u3069\u3061\u3089\u3067\u3059\u304b\u300d\u3068\u805e\u304d\u8fd4\u3059\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002\u539a\u751f\u52b4\u50cd\u7701\u306f\u3001\u672c\u7c4d\u5730\u3084\u5bb6\u65cf\u306e\u8077\u696d\u306a\u3069\u306e\u300c\u672c\u4eba\u306b\u8cac\u4efb\u306e\u306a\u3044\u4e8b\u9805\u300d\u3084\u3001\u5b97\u6559\u3084\u652f\u6301\u653f\u515a\u306a\u3069\u306e\u300c\u672c\u6765\u81ea\u7531\u3067\u3042\u308b\u3079\u304d\u4e8b\u9805\u300d\u306f\u3001\u8077\u52d9\u3092\u9042\u884c\u3067\u304d\u308b\u304b\u3068\u306f\u95a2\u4fc2\u304c\u306a\u3044\u3068\u3057\u3066\u3044\u307e\u3059\u3002**\u52e4\u52d9\u5730\u306e\u5e0c\u671b\u306f\u805e\u3044\u3066\u3082\u3001\u305d\u306e\u7406\u7531\u3092\u805e\u304d\u51fa\u3055\u306a\u3044**\u3088\u3046\u6307\u793a\u306b\u66f8\u304d\u307e\u3059\u3002\n\n**\u8907\u6570\u56de\u306e\u3084\u308a\u53d6\u308a\u3067\u306f\u3001\u8a00\u3044\u63db\u3048\u306b\u3082\u6c17\u3092\u3064\u3051\u307e\u3059\u3002** answer \u30e1\u30bd\u30c3\u30c9\u306f\u524d\u306e\u8cea\u554f\u3092\u8e0f\u307e\u3048\u3066\u6b21\u306e\u8cea\u554f\u3092\u8a00\u3044\u63db\u3048\u3066\u691c\u7d22\u3057\u307e\u3059\u3002\u300c\u5168\u56fd\u30b3\u30fc\u30b9\u306e\u521d\u4efb\u7d66\u306f\u300d\u306e\u6b21\u306b\u300c\u5730\u57df\u9650\u5b9a\u306f\uff1f\u300d\u3068\u805e\u304b\u308c\u308c\u3070\u3001\u5730\u57df\u9650\u5b9a\u30b3\u30fc\u30b9\u306e\u521d\u4efb\u7d66\u3068\u3057\u3066\u63a2\u3057\u3066\u304f\u308c\u307e\u3059\u3002**\u4fbf\u5229\u306a\u4e00\u65b9\u3067\u3001\u524d\u306e\u8cea\u554f\u306e\u6761\u4ef6\u3092\u5f15\u304d\u305a\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002** \u629c\u304d\u53d6\u308a\u3067\u3001\u7d9a\u3051\u3066\u805e\u304b\u308c\u305f\u8cea\u554f\u306e\u7b54\u3048\u304c\u3001\u8a00\u3044\u63db\u3048\u305f\u6761\u4ef6\u3069\u304a\u308a\u306b\u306a\u3063\u3066\u3044\u308b\u304b\u3092\u898b\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 `promptSpec.preamble` \u306b\u3001\u6b21\u306e\u5185\u5bb9\u3092\u5165\u308c\u307e\u3059\u3002\n\n```\n\u3042\u306a\u305f\u306f\u98df\u54c1\u30b9\u30fc\u30d1\u30fc\u306e\u65b0\u5352\u63a1\u7528\u30c1\u30fc\u30e0\u306e\u6848\u5185\u4fc2\u3067\u3059\u3002\n\u65b0\u5352\u63a1\u7528\u306b\u5fdc\u52df\u3092\u8003\u3048\u3066\u3044\u308b\u5b66\u751f\u306e\u8cea\u554f\u306b\u3001\u691c\u7d22\u3055\u308c\u305f\u6848\u5185\u306e\u6587\u66f8\u3060\u3051\u3092\u6839\u62e0\u306b\u7b54\u3048\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u7b54\u3048\u65b9\u3011\n- \u691c\u7d22\u7d50\u679c\u306b\u66f8\u304b\u308c\u3066\u3044\u308b\u3053\u3068\u3060\u3051\u3092\u7b54\u3048\u3066\u304f\u3060\u3055\u3044\u3002\u66f8\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070\n  \u300c\u305d\u306e\u70b9\u306f\u6848\u5185\u306b\u8a18\u8f09\u304c\u306a\u3044\u305f\u3081\u3001\u63a1\u7528\u62c5\u5f53\u8005\u304b\u3089\u56de\u7b54\u3057\u307e\u3059\u300d\u3068\u7b54\u3048\u3066\u304f\u3060\u3055\u3044\u3002\n- \u7de0\u5207\u3001\u65e5\u4ed8\u3001\u91d1\u984d\u3001\u56de\u6570\u306f\u3001\u6587\u66f8\u306e\u8868\u8a18\u306e\u307e\u307e\u5199\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u8a00\u3044\u63db\u3048\u3084\u8a08\u7b97\u3092\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u914d\u5c5e\u3001\u8ee2\u52e4\u3001\u52e4\u52d9\u5730\u306b\u3064\u3044\u3066\u306f\u3001\u30b3\u30fc\u30b9\u3054\u3068\u306e\u8a18\u8f09\u3092\u305d\u306e\u307e\u307e\u793a\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n  \u300c\u5e0c\u671b\u304c\u901a\u308a\u307e\u3059\u300d\u300c\u8ee2\u52e4\u306f\u3042\u308a\u307e\u305b\u3093\u300d\u306a\u3069\u3001\u6587\u66f8\u306b\u7121\u3044\u8a00\u3044\u5207\u308a\u3092\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- 2\u3064\u306e\u30b3\u30fc\u30b9\u306e\u6587\u66f8\u304c\u691c\u7d22\u3055\u308c\u305f\u5834\u5408\u306f\u3001\u30b3\u30fc\u30b9\u3054\u3068\u306b\u5206\u3051\u3066\u7b54\u3048\u3066\u304f\u3060\u3055\u3044\u3002\n- \u7b54\u3048\u306f3\u301c6\u6587\u3001\u3067\u3059\u30fb\u307e\u3059\u8abf\u3067\u3001\u5b66\u751f\u306b\u3068\u3063\u3066\u6b21\u306b\u4f55\u3092\u3059\u308c\u3070\u3088\u3044\u304b\u304c\u5206\u304b\u308b\u5f62\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u7b54\u3048\u306a\u3044\u3053\u3068\u3011\n- \u9078\u8003\u306e\u7d50\u679c\u3001\u9078\u8003\u306e\u9032\u307f\u5177\u5408\u3001\u672c\u4eba\u306e\u8a55\u4fa1\u306b\u306f\u7b54\u3048\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u5065\u5eb7\u3001\u5bb6\u65cf\u3001\u7d4c\u6e08\u7684\u306a\u4e8b\u60c5\u306a\u3069\u306e\u500b\u5225\u306e\u76f8\u8ac7\u306b\u306f\u7b54\u3048\u305a\u3001\u63a1\u7528\u62c5\u5f53\u8005\u3078\u3064\u306a\u3050\u3068\u4f1d\u3048\u3066\u304f\u3060\u3055\u3044\u3002\n- \u5b66\u751f\u306e\u5bb6\u65cf\u3001\u51fa\u8eab\u5730\u3001\u672c\u7c4d\u3001\u5b97\u6559\u3001\u652f\u6301\u653f\u515a\u3001\u601d\u60f3\u306b\u3064\u3044\u3066\u3001\u8cea\u554f\u3092\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n  \u52e4\u52d9\u5730\u306e\u5e0c\u671b\u3092\u805e\u304f\u3053\u3068\u306f\u3042\u3063\u3066\u3082\u3001\u305d\u306e\u7406\u7531\u3092\u5c0b\u306d\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u4ed6\u793e\u3068\u306e\u6bd4\u8f03\u3084\u3001\u63a1\u7528\u306e\u53ef\u80fd\u6027\u306e\u898b\u8fbc\u307f\u3092\u7b54\u3048\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u6848\u5185\u3092\u66f8\u304d\u63db\u3048\u308b\u63d0\u6848\u3084\u3001\u6587\u66f8\u306b\u7121\u3044\u4f8b\u5916\u306e\u6271\u3044\u3092\u7b54\u3048\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n```\n\n**\u300c\u6587\u66f8\u306b\u7121\u3044\u8a00\u3044\u5207\u308a\u3092\u3057\u306a\u3044\u300d\u3092\u66f8\u304b\u306a\u3044\u3068\u3001\u914d\u5c5e\u306e\u8cea\u554f\u3067\u6700\u3082\u8d77\u304d\u307e\u3059\u3002** \u6848\u5185\u306b\u300c\u672c\u4eba\u306e\u5e0c\u671b\u3092\u8003\u616e\u3057\u3066\u6c7a\u5b9a\u3057\u307e\u3059\u300d\u3068\u3042\u308b\u3068\u3001AI\u306f\u300c\u5e0c\u671b\u304c\u901a\u308a\u307e\u3059\u300d\u3068\u8a00\u3044\u63db\u3048\u307e\u3059\u3002**\u8003\u616e\u3059\u308b\u3068\u901a\u308b\u306f\u9055\u3046**\u306e\u3067\u3001\u8a00\u3044\u63db\u3048\u305d\u306e\u3082\u306e\u3092\u7981\u3058\u307e\u3059\u3002\n\n\u3042\u308f\u305b\u3066\u3001answer \u30e1\u30bd\u30c3\u30c9\u306e\u8a2d\u5b9a\u3067\u6b21\u3092\u6709\u52b9\u306b\u3057\u307e\u3059\u3002\n\n| \u8a2d\u5b9a | \u5024 | \u76ee\u7684 |\n|:--|:--|:--|\n| `includeCitations` | true | \u7b54\u3048\u306e\u6587\u3054\u3068\u306b\u51fa\u5178\u3092\u793a\u3059 |\n| `ignoreAdversarialQuery` | true | \u7bc4\u56f2\u3092\u5e83\u3052\u3088\u3046\u3068\u3059\u308b\u8cea\u554f\u306b\u7b54\u3048\u3092\u4f5c\u3089\u306a\u3044 |\n| `ignoreNonAnswerSeekingQuery` | true | \u6328\u62f6\u3084\u96d1\u8ac7\u306b\u7b54\u3048\u3092\u4f5c\u3089\u306a\u3044 |\n| `ignoreLowRelevantContent` | true | \u95a2\u4fc2\u306e\u8584\u3044\u6587\u66f8\u304b\u3089\u7121\u7406\u306b\u7b54\u3048\u3092\u4f5c\u3089\u306a\u3044 |\n| `searchSpec.searchParams.filter` | \u524d\u51e6\u7406\u3067\u7d44\u3093\u3060\u5f0f | \u5e74\u5ea6\u30fb\u30b3\u30fc\u30b9\u30fb\u516c\u958b\u306e\u72b6\u614b\u3067\u7bc4\u56f2\u3092\u5207\u308b |\n\n### \u51fa\u529b\u5f62\u5f0f\n\n**\u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0\u306f\u3001answer \u30e1\u30bd\u30c3\u30c9\u306e\u5fdc\u7b54\u304b\u3089\u6b21\u306e\u5f62\u306e\u8a18\u9332\u3092\u4f5c\u308a\u307e\u3059\u3002** \u30c1\u30e3\u30c3\u30c8\u306b\u8fd4\u3059\u306e\u306f `answer_text` \u3068 `citations` \u3060\u3051\u3067\u3059\u3002\n\n```json\n{\n  \"session_id\": \"\",\n  \"grad_year\": \"2028\",\n  \"course\": \"regional\",\n  \"question_masked\": \"\",\n  \"route\": \"answered | escalated_rule | escalated_no_answer | escalated_low_support\",\n  \"answer_text\": \"\",\n  \"citations\": [ { \"doc_type\": \"placement\", \"title\": \"\", \"uri\": \"\", \"snippet\": \"\" } ],\n  \"support_score\": 0.0,\n  \"escalation\": { \"reason\": \"\", \"category\": \"selection_status | personal | not_in_docs | other\" },\n  \"created_at\": \"\"\n}\n```\n\n**1\u3064\u76ee\u306e\u7406\u7531\u306f\u3001`route` \u3067\u7b54\u3048\u305f\u7d4c\u8def\u3092\u5206\u3051\u3089\u308c\u308b\u3053\u3068\u3067\u3059\u3002** \u898f\u5247\u3067\u56de\u3057\u305f\u3082\u306e\u3001\u6839\u62e0\u304c\u7121\u304f\u3066\u56de\u3057\u305f\u3082\u306e\u3001\u6839\u62e0\u304c\u5f31\u304f\u3066\u56de\u3057\u305f\u3082\u306e\u3092\u5206\u3051\u3066\u6570\u3048\u308b\u3068\u3001**\u3069\u3053\u3092\u76f4\u305b\u3070\u7b54\u3048\u3089\u308c\u308b\u8cea\u554f\u304c\u5897\u3048\u308b\u304b**\u304c\u898b\u3048\u307e\u3059\u3002\n\n**2\u3064\u76ee\u306f\u3001`support_score` \u3067\u7b54\u3048\u3092\u6b62\u3081\u3089\u308c\u308b\u3053\u3068\u3067\u3059\u3002** answer \u30e1\u30bd\u30c3\u30c9\u306f\u3001\u7b54\u3048\u304c\u30c7\u30fc\u30bf\u30b9\u30c8\u30a2\u306e\u5185\u5bb9\u306b\u3069\u308c\u3060\u3051\u88cf\u4ed8\u3051\u3089\u308c\u3066\u3044\u308b\u304b\u30920\u301c1\u306e\u5024\u3067\u8fd4\u305b\u307e\u3059\u3002**\u3053\u306e\u5024\u304c\u81ea\u793e\u3067\u6c7a\u3081\u305f\u5883\u76ee\u3092\u4e0b\u56de\u3063\u305f\u3089\u3001\u7b54\u3048\u3092\u8868\u793a\u305b\u305a\u306b\u5f15\u304d\u7d99\u304e\u307e\u3059\u3002** \u5883\u76ee\u306f\u3001\u6700\u521d\u306e1\u304b\u6708\u306e\u8a18\u9332\u3092\u898b\u3066\u6c7a\u3081\u307e\u3059\u3002\n\n**3\u3064\u76ee\u306f\u3001`citations` \u3092\u5b66\u751f\u306b\u898b\u305b\u3089\u308c\u308b\u3053\u3068\u3067\u3059\u3002** \u300c\u9078\u8003\u6848\u5185\uff082028\u5e74\u5352\uff09\u306e\u300e\u63d0\u51fa\u7269\u300f\u306e\u9805\u300d\u3068\u51fa\u5178\u304c\u4ed8\u3051\u3070\u3001**\u5b66\u751f\u306f\u81ea\u5206\u3067\u6848\u5185\u3092\u8aad\u307f\u76f4\u305b\u307e\u3059\u3002**\n\n\u5f15\u304d\u7d99\u3044\u3060\u8cea\u554f\u306f\u3001\u53d7\u4ed8\u306e\u4e00\u89a7\u306b\u6b21\u306e\u5f62\u3067\u5165\u308c\u307e\u3059\u3002\n\n| \u5217 | \u4e2d\u8eab |\n|:--|:--|\n| \u53d7\u4ed8\u65e5\u6642 | \u5b66\u751f\u304c\u8cea\u554f\u3057\u305f\u65e5\u6642 |\n| \u5e74\u5ea6\u30fb\u30b3\u30fc\u30b9 | `2028`\uff0f`regional` |\n| \u5f15\u304d\u7d99\u304e\u306e\u7406\u7531 | `personal`\uff08\u5bb6\u65cf\u306e\u4e8b\u60c5\u306b\u89e6\u308c\u308b\u76f8\u8ac7\uff09 |\n| \u8cea\u554f\uff08\u4f0f\u305b\u305f\u5f8c\uff09 | \u4f1a\u8a71\u306e\u4e2d\u306e\u8cea\u554f\u3092\u9806\u306b |\n| \u30c1\u30e3\u30c3\u30c8\u304c\u8fd4\u3057\u305f\u6587 | \u300c\u63a1\u7528\u62c5\u5f53\u8005\u304b\u3089\u56de\u7b54\u3057\u307e\u3059\u300d\u307e\u3067 |\n| \u5bfe\u5fdc\u306e\u72b6\u614b | \u672a\u5bfe\u5fdc\uff0f\u30de\u30a4\u30da\u30fc\u30b8\u3067\u53d7\u4fe1\uff0f\u8fd4\u4fe1\u6e08\u307f |\n\n**\u300c\u30c1\u30e3\u30c3\u30c8\u304c\u8fd4\u3057\u305f\u6587\u300d\u3092\u6b8b\u3059\u306e\u306f\u3001\u5b66\u751f\u304c\u4f55\u3092\u8a00\u308f\u308c\u305f\u304b\u3092\u62c5\u5f53\u8005\u304c\u77e5\u308b\u305f\u3081\u3067\u3059\u3002** \u540c\u3058\u8aac\u660e\u3092\u91cd\u306d\u305f\u308a\u3001\u30c1\u30e3\u30c3\u30c8\u3068\u9055\u3046\u3053\u3068\u3092\u8a00\u3063\u305f\u308a\u3059\u308b\u306e\u3092\u9632\u304e\u307e\u3059\u3002\n\n### \u30b7\u30b9\u30c6\u30e0\u9023\u643a\n\n| \u3064\u306a\u304e\u5148 | \u65b9\u5f0f | \u5185\u5bb9 |\n|:--|:--|:--|\n| \u63a1\u7528\u30b5\u30a4\u30c8\u306e\u30c1\u30e3\u30c3\u30c8 | \u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0\u306eAPI | \u8cea\u554f\u3092\u53d7\u3051\u3001\u7b54\u3048\u3068\u51fa\u5178\u3092\u8fd4\u3059 |\n| Vertex AI Search\uff08Agent Search\uff09 | answer \u30e1\u30bd\u30c3\u30c9\u306e\u547c\u3073\u51fa\u3057 | \u7d5e\u308a\u8fbc\u307f\u306e\u5f0f\u3068\u30bb\u30c3\u30b7\u30e7\u30f3\u3092\u6e21\u3057\u3001\u7b54\u3048\u3092\u53d7\u3051\u53d6\u308b |\n| \u53d7\u4ed8\u306e\u4e00\u89a7 | \u66f8\u304d\u8fbc\u307f | \u5f15\u304d\u7d99\u304e\u306e\u8cea\u554f\u3068\u4f1a\u8a71\u306e\u8a18\u9332\u3092\u5165\u308c\u308b |\n| Cloud Storage | \u6587\u66f8\u306e\u914d\u7f6e | \u6848\u5185\u306e\u539f\u672c\u3068\u30e1\u30bf\u30c7\u30fc\u30bf\u3092\u7f6e\u304d\u3001\u540c\u671f\u3067\u53cd\u6620\u3059\u308b |\n| BigQuery | \u66f8\u304d\u8fbc\u307f | \u4f1a\u8a71\u306e\u8a18\u9332\u3092\u4fdd\u7ba1\u3057\u3001\u6708\u6b21\u3067\u96c6\u8a08\u3059\u308b |\n\n**\u5f15\u304d\u7d99\u304e\u306e\u3068\u304d\u3001\u30c1\u30e3\u30c3\u30c8\u3067\u306f\u9023\u7d61\u5148\u3092\u805e\u304d\u307e\u305b\u3093\u3002** \u5b66\u751f\u306b\u306f\u300c\u63a1\u7528\u30de\u30a4\u30da\u30fc\u30b8\u306e\u30e1\u30c3\u30bb\u30fc\u30b8\u304b\u3089\u3001\u540c\u3058\u8cea\u554f\u3092\u9001\u3063\u3066\u304f\u3060\u3055\u3044\u300d\u3068\u6848\u5185\u3057\u3001**\u672c\u4eba\u78ba\u8a8d\u306e\u3067\u304d\u308b\u7d4c\u8def\u306b\u79fb\u3063\u3066\u3082\u3089\u3044\u307e\u3059\u3002** \u63a1\u7528\u62c5\u5f53\u306f\u53d7\u4ed8\u306e\u4e00\u89a7\u3067\u4f1a\u8a71\u306e\u8a18\u9332\u3092\u898b\u3066\u304a\u304d\u3001\u30e1\u30c3\u30bb\u30fc\u30b8\u304c\u5c4a\u3044\u305f\u3089\u3059\u3050\u7b54\u3048\u3089\u308c\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002\n\n### \u4eba\u9593\u306e\u78ba\u8a8d\n\n**AI\u306e\u7b54\u3048\u3092\u3001\u9001\u308b\u524d\u306b\u4eba\u304c\u898b\u308b\u3053\u3068\u306f\u3057\u307e\u305b\u3093\u3002** \u305d\u306e\u4ee3\u308f\u308a\u3001\u7b54\u3048\u308b\u7bc4\u56f2\u3092\u516c\u958b\u306e\u6848\u5185\u306b\u9650\u308a\u3001\u5f15\u304d\u7d99\u304e\u3068\u8a18\u9332\u306e\u70b9\u691c\u3067\u5b88\u308a\u307e\u3059\u3002\n\n1. **\u5f15\u304d\u7d99\u304e\u3092\u6bce\u65e5\u898b\u308b** \u2026 `escalated_rule` \u3092\u6700\u512a\u5148\u306b\u3057\u307e\u3059\u3002\u500b\u5225\u306e\u76f8\u8ac7\u304c\u542b\u307e\u308c\u308b\u305f\u3081\u3067\u3059\n2. **\u7b54\u3048\u305f\u4f1a\u8a71\u3092\u9031\u306b1\u56de\u629c\u304d\u53d6\u308b** \u2026 `answered` \u304b\u3089\u6570\u5341\u4ef6\u3092\u9078\u3073\u3001\u51fa\u5178\u3068\u7b54\u3048\u304c\u305a\u308c\u3066\u3044\u306a\u3044\u304b\u3092\u898b\u307e\u3059\n3. **\u7b54\u3048\u3089\u308c\u306a\u304b\u3063\u305f\u8cea\u554f\u3092\u9031\u306b1\u56de\u898b\u308b** \u2026 `escalated_no_answer` \u3092\u7a2e\u985e\u3054\u3068\u306b\u6570\u3048\u3001\u6848\u5185\u3084FAQ\u306b\u8db3\u3059\u304b\u3092\u6c7a\u3081\u307e\u3059\n4. **\u6848\u5185\u3092\u5dee\u3057\u66ff\u3048\u305f\u3089\u78ba\u304b\u3081\u308b** \u2026 \u540c\u671f\u306e\u3042\u3068\u3001\u3088\u304f\u805e\u304b\u308c\u308b\u8cea\u554f\u3092\u6570\u4ef6\u6295\u3052\u3001\u65b0\u3057\u3044\u7248\u3067\u7b54\u3048\u308b\u304b\u3092\u898b\u307e\u3059\n\n**2\u756a\u76ee\u3067\u898b\u308b\u306e\u306f\u3001\u914d\u5c5e\u3068\u5f85\u9047\u306e\u7b54\u3048\u3092\u512a\u5148\u3057\u307e\u3059\u3002** \u305a\u308c\u305f\u3068\u304d\u306b\u5b66\u751f\u306e\u53d7\u3051\u53d6\u308a\u65b9\u304c\u5927\u304d\u304f\u5909\u308f\u308b\u7a2e\u985e\u3060\u304b\u3089\u3067\u3059\u3002\n\n**\u5f15\u304d\u7d99\u304e\u3078\u306e\u8fd4\u4e8b\u306e\u76ee\u5b89\u306f\u30012\u55b6\u696d\u65e5\u4ee5\u5185\u3067\u3059\u3002** \u53d7\u4ed8\u306e\u4e00\u89a7\u3067\u3001\u30de\u30a4\u30da\u30fc\u30b8\u306b\u30e1\u30c3\u30bb\u30fc\u30b8\u304c\u5c4a\u3044\u305f\u306e\u306b\u8fd4\u3057\u3066\u3044\u306a\u3044\u3082\u306e\u3092\u6bce\u671d\u6570\u3048\u307e\u3059\u3002**\u30c1\u30e3\u30c3\u30c8\u304c\u901f\u304f\u7b54\u3048\u308b\u307b\u3069\u3001\u5f15\u304d\u7d99\u3044\u3060\u8cea\u554f\u306e\u9045\u3055\u304c\u76ee\u7acb\u3061\u307e\u3059\u3002**\n\n### \u4f8b\u5916\u51e6\u7406\n\n| \u8d77\u304d\u308b\u3053\u3068 | \u5bfe\u5fdc |\n|:--|:--|\n| \u5e74\u5ea6\u306e\u6848\u5185\u304c\u307e\u3060\u516c\u958b\u3055\u308c\u3066\u3044\u306a\u3044 | \u305d\u306e\u5e74\u5ea6\u306f\u9078\u3079\u306a\u3044\u3088\u3046\u306b\u3057\u3001\u516c\u958b\u4e88\u5b9a\u306e\u6642\u671f\u3060\u3051\u3092\u793a\u3059 |\n| \u7b54\u3048\u304c\u51fa\u306a\u3044\uff08\u6839\u62e0\u304c\u898b\u3064\u304b\u3089\u306a\u3044\uff09 | \u300c\u63a1\u7528\u62c5\u5f53\u8005\u304b\u3089\u56de\u7b54\u3057\u307e\u3059\u300d\u3068\u8fd4\u3057\u3001`escalated_no_answer` \u3067\u53d7\u4ed8\u306e\u4e00\u89a7\u3078 |\n| \u6839\u62e0\u306e\u88cf\u4ed8\u3051\u304c\u5f31\u3044 | \u7b54\u3048\u3092\u8868\u793a\u305b\u305a\u3001`escalated_low_support` \u3067\u5f15\u304d\u7d99\u3050 |\n| \u5b66\u751f\u304c\u6c0f\u540d\u3084\u9023\u7d61\u5148\u3092\u66f8\u304d\u8fbc\u3093\u3060 | \u4f0f\u305b\u305f\u6587\u9762\u3067\u8a18\u9332\u3057\u3001\u5f15\u304d\u7d99\u304e\u306e\u6848\u5185\u3092\u3059\u308b |\n| 1\u3064\u306e\u8cea\u554f\u306b\u8907\u6570\u306e\u554f\u3044\u304c\u5165\u3063\u3066\u3044\u308b | \u7b54\u3048\u3089\u308c\u308b\u90e8\u5206\u3060\u3051\u7b54\u3048\u3001\u6b8b\u308a\u3092\u5f15\u304d\u7d99\u3050 |\n| \u9078\u8003\u306e\u7d50\u679c\u3084\u672c\u4eba\u306e\u72b6\u6cc1\u3092\u805e\u304b\u308c\u305f | \u898f\u5247\u3067\u5f15\u304d\u7d99\u304e\u3001\u672c\u4eba\u78ba\u8a8d\u306e\u3067\u304d\u308b\u7d4c\u8def\u3092\u6848\u5185\u3059\u308b |\n| \u691c\u7d22\u57fa\u76e4\u304c\u5fdc\u7b54\u3057\u306a\u3044 | \u300c\u6642\u9593\u3092\u304a\u3044\u3066\u518d\u5ea6\u304a\u8a66\u3057\u304f\u3060\u3055\u3044\u300d\u3068\u8fd4\u3057\u3001\u554f\u3044\u5408\u308f\u305b\u30d5\u30a9\u30fc\u30e0\u3092\u793a\u3059 |\n| \u5185\u5b9a\u8005\u304c\u624b\u7d9a\u304d\u306e\u8cea\u554f\u3092\u3057\u3066\u304d\u305f | \u5185\u5b9a\u8005\u5411\u3051\u306e\u7a93\u53e3\u3092\u6848\u5185\u3057\u3001\u9078\u8003\u306e\u6848\u5185\u3067\u306f\u7b54\u3048\u306a\u3044 |\n| \u4fdd\u8b77\u8005\u304b\u3089\u8cea\u554f\u304c\u5c4a\u3044\u305f | \u4e00\u822c\u306e\u6848\u5185\u306b\u306f\u7b54\u3048\u3001\u672c\u4eba\u306b\u95a2\u308f\u308b\u8a71\u306f\u672c\u4eba\u304b\u3089\u306e\u9023\u7d61\u3092\u6848\u5185\u3059\u308b |\n| \u6848\u5185\u3069\u3046\u3057\u304c\u98df\u3044\u9055\u3063\u3066\u3044\u308b | \u56de\u7b54\u3092\u6b62\u3081\u3001\u6587\u66f8\u306e\u62c5\u5f53\u8005\u3078\u77e5\u3089\u305b\u308b |\n\n**\u6700\u5f8c\u306e\u884c\u306f\u3001\u65e9\u304f\u76f4\u3059\u307b\u3069\u52b9\u304d\u307e\u3059\u3002** \u52df\u96c6\u8981\u9805\u3068FAQ\u3067\u7de0\u5207\u304c\u9055\u3046\u3068\u3001AI\u306f\u3069\u3061\u3089\u304b\u3092\u6839\u62e0\u306b\u7b54\u3048\u307e\u3059\u3002**\u98df\u3044\u9055\u3044\u306fAI\u306e\u8aa4\u308a\u3067\u306f\u306a\u304f\u3001\u6587\u66f8\u306e\u5074\u306e\u8aa4\u308a\u3067\u3059\u3002**\n\n### \u4fdd\u5b58\u30fb\u30ed\u30b0\n\n- \u4f1a\u8a71\u3054\u3068\u306e\u5e74\u5ea6\u30fb\u30b3\u30fc\u30b9\u3001\u4f0f\u305b\u305f\u5f8c\u306e\u8cea\u554f\u306e\u6587\u9762\u3001\u7b54\u3048\u3001\u51fa\u5178\u3001`support_score`\n- \u4f7f\u3063\u305f\u7d5e\u308a\u8fbc\u307f\u306e\u5f0f\u3068\u3001\u305d\u306e\u6642\u70b9\u306e\u30c7\u30fc\u30bf\u30b9\u30c8\u30a2\u306e\u6587\u66f8\u306e\u7248\n- \u5f15\u304d\u7d99\u3044\u3060\u7406\u7531\u3068\u3001\u63a1\u7528\u62c5\u5f53\u304c\u8fd4\u4e8b\u3092\u3057\u305f\u65e5\u6642\n- \u629c\u304d\u53d6\u308a\u3067\u898b\u3064\u3051\u305f\u7b54\u3048\u306e\u305a\u308c\u3068\u3001\u76f4\u3057\u305f\u5185\u5bb9\n- \u6708\u3054\u3068\u306e `route` \u306e\u4ef6\u6570\u3068\u3001\u7b54\u3048\u3089\u308c\u306a\u304b\u3063\u305f\u8cea\u554f\u306e\u7a2e\u985e\n\n**2\u3064\u76ee\u3067\u300c\u305d\u306e\u6642\u70b9\u306e\u6587\u66f8\u306e\u7248\u300d\u3092\u6b8b\u3059\u306e\u306f\u3001\u6848\u5185\u304c\u5e74\u5ea6\u306e\u9014\u4e2d\u3067\u5909\u308f\u308b\u305f\u3081\u3067\u3059\u3002** \u7de0\u5207\u304c\u5ef6\u3073\u305f\u3001\u9078\u8003\u306e\u56de\u6570\u304c\u5909\u308f\u3063\u305f\u3001\u3068\u3044\u3063\u305f\u5dee\u3057\u66ff\u3048\u306e\u524d\u5f8c\u3067\u3001**\u5b66\u751f\u306b\u3069\u306e\u7248\u3067\u7b54\u3048\u305f\u304b\u304c\u5206\u304b\u3089\u306a\u3044\u3068\u3001\u554f\u3044\u5408\u308f\u305b\u306b\u8aac\u660e\u3067\u304d\u307e\u305b\u3093\u3002**","minimal_setup":"1. \u5148\u6708\u5c4a\u3044\u305f\u8cea\u554f\u304b\u308940\u4ef6\u3092\u9078\u3076\uff08**\u914d\u5c5e\u30fb\u5f85\u9047\u30fb\u7de0\u5207\u306e\u8cea\u554f\u3068\u3001\u500b\u5225\u306e\u76f8\u8ac7\u3092\u5fc5\u305a\u6df7\u305c\u308b**\uff09\n2. \u4eca\u5e74\u5ea6\u306e\u52df\u96c6\u8981\u9805\u30fb\u9078\u8003\u6848\u5185\u30fb\u63a1\u7528FAQ\u30921\u3064\u306e\u6587\u66f8\u306b\u307e\u3068\u3081\u308b\n3. \u624b\u5143\u306e\u751f\u6210AI\u306e\u30b5\u30fc\u30d3\u30b9\u306b\u6587\u66f8\u3092\u8cbc\u308a\u4ed8\u3051\u30011\u4ef6\u305a\u3064\u8cea\u554f\u3059\u308b\n4. \u300c\u3053\u306e\u6587\u66f8\u306b\u66f8\u304b\u308c\u3066\u3044\u308b\u3053\u3068\u3060\u3051\u3067\u7b54\u3048\u3066\u304f\u3060\u3055\u3044\u3002\u66f8\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070\u300e\u8a18\u8f09\u304c\u306a\u3044\u300f\u3068\u7b54\u3048\u3066\u304f\u3060\u3055\u3044\u3002\u9078\u8003\u306e\u7d50\u679c\u3084\u500b\u5225\u306e\u4e8b\u60c5\u306b\u306f\u7b54\u3048\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u300d\u3068\u6307\u793a\u3059\u308b\n5. \u51fa\u3066\u304d\u305f\u7b54\u3048\u3092\u3001\u5f53\u6642\u62c5\u5f53\u8005\u304c\u8fd4\u3057\u305f\u7b54\u3048\u3068\u7a81\u304d\u5408\u308f\u305b\u308b\n\n**40\u4ef6\u306f\u5fc5\u305a\u3084\u3063\u3066\u304f\u3060\u3055\u3044\u3002** \u30c1\u30e3\u30c3\u30c8\u3092\u4f5c\u308b\u524d\u306b\u3001**\u300c\u6848\u5185\u306e\u6587\u66f8\u3060\u3051\u3067\u3001\u3069\u3053\u307e\u3067\u7b54\u3048\u3089\u308c\u308b\u306e\u304b\u300d\u3092\u78ba\u304b\u3081\u307e\u3059\u3002**\n\n| \u51fa\u3066\u304d\u305f\u5185\u5bb9 | \u5224\u65ad |\n|:--|:--|\n| \u5f53\u6642\u3068\u540c\u3058\u5185\u5bb9\u3092\u6848\u5185\u306e\u8a00\u8449\u3067\u7b54\u3048\u305f | **\u30c7\u30fc\u30bf\u30b9\u30c8\u30a2\u3068\u7d5e\u308a\u8fbc\u307f\u306e\u7d44\u307f\u7acb\u3066\u306b\u9032\u3080** |\n| \u6587\u66f8\u306b\u7121\u3044\u3053\u3068\u3092\u8a00\u3044\u5207\u3063\u305f | \u6307\u793a\u306e\u66f8\u304d\u65b9\u3067\u76f4\u308b\u3002**\u69cb\u6210\u306f\u6709\u52b9** |\n| \u8a18\u8f09\u304c\u7121\u304f\u7b54\u3048\u3089\u308c\u306a\u3044\u8cea\u554f\u304c\u591a\u3044 | **\u914d\u5c5e\u3068\u52e4\u52d9\u5730\u306e\u6848\u5185\u306e\u6574\u5099\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**\u5b66\u751f\u304c\u77e5\u308a\u305f\u3044\u3053\u3068\u3068\u3001\u4f1a\u793e\u304c\u66f8\u3044\u3066\u3044\u308b\u3053\u3068\u306e\u305a\u308c\u304c1\u3064\u898b\u3064\u304b\u3063\u305f\u3068\u3044\u3046\u3053\u3068\u3067\u3059\u3002** \u8db3\u308a\u306a\u3044\u8a18\u8f09\u3092\u66f8\u304d\u8d77\u3053\u3057\u3001\u540c\u305840\u4ef6\u3067\u3082\u3046\u4e00\u5ea6\u8a66\u3057\u3066\u304f\u3060\u3055\u3044\u3002","minimal_setup_short":"\u6848\u5185\u306e\u6587\u66f8\u3092\u751f\u6210AI\u306b\u8cbc\u308a\u3001\u63a1\u7528\u62c5\u5f53\u304c\u8fd4\u4fe1\u306e\u4e0b\u66f8\u304d\u3092\u4f5c\u3089\u305b\u308b \uff0f 1\u4ef6\u3054\u3068\u306e\u6839\u62e0\u63a2\u3057\u3068\u4e0b\u66f8\u304d","semi_auto_setup":"\u4e0a\u8a18\uff0b\u691c\u7d22\u57fa\u76e4\u306b\u6848\u5185\u3092\u8f09\u305b\u3001\u63a1\u7528\u62c5\u5f53\u304c\u793e\u5185\u3067\u4f7f\u3046\u56de\u7b54\u306e\u691c\u7d22\u306b\u3059\u308b \uff0f \u6839\u62e0\u63a2\u3057\u3068\u4e0b\u66f8\u304d\u3002\u8fd4\u4fe1\u306f\u4eba","full_setup":"\u4e0a\u8a18\uff0b\u63a1\u7528\u30b5\u30a4\u30c8\u306e\u30c1\u30e3\u30c3\u30c8\u3067\u5b66\u751f\u306b\u76f4\u63a5\u7b54\u3048\u3001\u5f15\u304d\u7d99\u304e\u3068\u8a18\u9332\u3092\u81ea\u52d5\u3067\u56de\u3059 \uff0f \u4e00\u822c\u306e\u8cea\u554f\u3078\u306e\u56de\u7b54\u3068\u3001\u5f15\u304d\u7d99\u304e\u306e\u632f\u308a\u5206\u3051","level_note":"**\u6700\u5c0f\u69cb\u6210\u3067\u306f\u3001\u8fd4\u4fe1\u306f\u901f\u304f\u306a\u3063\u3066\u3082\u591c\u3068\u571f\u65e5\u306f\u57cb\u307e\u308a\u307e\u305b\u3093\u3002** \u4eba\u304c\u9001\u308b\u5f62\u306e\u307e\u307e\u3060\u304b\u3089\u3067\u3059\u3002**\u78ba\u304b\u3081\u308b\u305f\u3081\u306e\u6bb5\u968e\u3067\u3059\u3002**\n**\u534a\u81ea\u52d5\u5316\u3067\u30011\u4ef66\u5206\u304c4\u5206\u7a0b\u5ea6\u306b\u306a\u308a\u307e\u3059\u3002** \u6839\u62e0\u3092\u63a2\u3059\u6642\u9593\u304c\u6e1b\u308a\u307e\u3059\u304c\u3001\u8fd4\u4fe1\u306e\u4f5c\u6210\u3068\u9001\u4fe1\u306f\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**\u4e00\u822c\u306e\u8cea\u554f\u3078\u306e\u8fd4\u4fe1\u305d\u306e\u3082\u306e\u304c\u4eba\u306e\u624b\u304b\u3089\u5916\u308c\u308b\u304b\u3089\u3067\u3059\u3002**\n**\u6bb5\u968e\u3092\u98db\u3070\u3055\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u534a\u81ea\u52d5\u5316\u3067\u63a1\u7528\u62c5\u5f53\u304c\u691c\u7d22\u3092\u4f7f\u3046\u3068\u3001\u7b54\u3048\u3089\u308c\u306a\u3044\u8cea\u554f\u3068\u3001\u6587\u66f8\u3069\u3046\u3057\u306e\u98df\u3044\u9055\u3044\u304c\u5148\u306b\u898b\u3064\u304b\u308a\u307e\u3059\u3002**\u305d\u308c\u3092\u76f4\u3057\u3066\u304b\u3089\u5b66\u751f\u306b\u958b\u304f\u307b\u3046\u304c\u3001\u6700\u521d\u306e\u6570\u9031\u9593\u306e\u7b54\u3048\u9593\u9055\u3044\u304c\u6e1b\u308a\u307e\u3059\u3002**","troubleshooting":"| \u554f\u984c | \u5bfe\u7b56 |\n|:--|:--|\n| \u6765\u5e74\u5ea6\u306e\u6848\u5185\u3067\u4eca\u5e74\u5ea6\u306e\u5b66\u751f\u306b\u7b54\u3048\u308b | **\u5e74\u5ea6\u3092\u9078\u3070\u305b\u3066\u304b\u3089\u8cea\u554f\u6b04\u3092\u958b\u304d\u3001`grad_year` \u3067\u7d5e\u308b** |\n| \u30e1\u30bf\u30c7\u30fc\u30bf\u3092\u4ed8\u3051\u305f\u306e\u306b\u7d5e\u308a\u8fbc\u3081\u306a\u3044 | \u30b9\u30ad\u30fc\u30de\u3067 **Indexable** \u306b\u3059\u308b |\n| \u914d\u5c5e\u306e\u8cea\u554f\u3067\u300c\u5e0c\u671b\u304c\u901a\u308a\u307e\u3059\u300d\u3068\u8a00\u3044\u5207\u308b | \u6587\u66f8\u306b\u7121\u3044\u8a00\u3044\u5207\u308a\u3092\u7981\u3058\u3001\u629c\u304d\u53d6\u308a\u3067\u914d\u5c5e\u306e\u7b54\u3048\u3092\u512a\u5148\u3057\u3066\u898b\u308b |\n| \u9078\u8003\u306e\u7d50\u679c\u306e\u554f\u3044\u5408\u308f\u305b\u306b\u6848\u5185\u3067\u7b54\u3048\u308b | **\u691c\u7d22\u306e\u524d\u306b\u898f\u5247\u3067\u53d6\u308a\u51fa\u3059** |\n| \u30b3\u30fc\u30b9\u3092\u6c7a\u3081\u3066\u3044\u306a\u3044\u5b66\u751f\u306b\u7247\u65b9\u306e\u6761\u4ef6\u3067\u7b54\u3048\u308b | \u4e21\u30b3\u30fc\u30b9\u3092\u691c\u7d22\u3057\u3001\u30b3\u30fc\u30b9\u3054\u3068\u306b\u5206\u3051\u3066\u8fd4\u3059 |\n| \u7de0\u5207\u306e\u904e\u304e\u305f\u6848\u5185\u3092\u6839\u62e0\u306b\u3059\u308b | `valid_until` \u3067\u5916\u3057\u3001`status` \u3092 `archived` \u306b\u3059\u308b |\n| \u5171\u901a\u306e\u6848\u5185\u3092\u8907\u88fd\u3057\u3066\u98df\u3044\u9055\u3046 | `common` \u30671\u3064\u3060\u3051\u6301\u3064 |\n| \u5b66\u751f\u306e\u5165\u529b\u3067\u691c\u7d22\u306e\u7bc4\u56f2\u304c\u5e83\u304c\u308b | \u7d5e\u308a\u8fbc\u307f\u306e\u5f0f\u306b\u5b66\u751f\u306e\u6587\u5b57\u3092\u6df7\u305c\u306a\u3044 |\n| \u5730\u5143\u306e\u5e0c\u671b\u306e\u7406\u7531\u3092\u805e\u304d\u8fd4\u3059 | \u7406\u7531\u3092\u5c0b\u306d\u306a\u3044\u3068\u6307\u793a\u306b\u66f8\u304f |\n| \u7d9a\u3051\u3066\u805e\u304b\u308c\u305f\u8cea\u554f\u3067\u524d\u306e\u6761\u4ef6\u3092\u5f15\u304d\u305a\u308b | \u629c\u304d\u53d6\u308a\u3067\u8a00\u3044\u63db\u3048\u306e\u7d50\u679c\u3092\u78ba\u304b\u3081\u308b |\n| \u5f15\u304d\u7d99\u3044\u3060\u8cea\u554f\u3078\u306e\u8fd4\u4e8b\u304c\u9045\u308c\u308b | \u30de\u30a4\u30da\u30fc\u30b8\u306e\u53d7\u4fe1\u3068\u8fd4\u4fe1\u306e\u72b6\u614b\u3092\u6bce\u671d\u6570\u3048\u308b |\n| \u7b54\u3048\u3089\u308c\u306a\u3044\u8cea\u554f\u304c\u6e1b\u3089\u306a\u3044 | \u9031\u306b1\u56de\u3001\u7a2e\u985e\u3054\u3068\u306b\u6570\u3048\u3066\u6848\u5185\u306b\u8db3\u3059 |\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\u5e74\u5ea6\u306e\u53d6\u308a\u9055\u3048\u3067\u3001**AI\u306e\u7cbe\u5ea6\u3067\u306f\u306a\u304f\u691c\u7d22\u306e\u7bc4\u56f2\u306e\u554f\u984c\u3067\u3059\u3002** \u7d5e\u308a\u8fbc\u307f\u304c\u52b9\u3044\u3066\u3044\u306a\u3044\u307e\u307e\u516c\u958b\u3059\u308b\u3068\u3001\u6b63\u3057\u3044\u8a00\u8449\u3067\u9055\u3046\u5e74\u5ea6\u306e\u7de0\u5207\u3092\u7b54\u3048\u307e\u3059\u3002\n\n**\u6700\u5f8c\u306e\u884c\u306f\u3001\u904b\u7528\u306b\u4e57\u308b\u304b\u3092\u6c7a\u3081\u307e\u3059\u3002** \u7b54\u3048\u3089\u308c\u306a\u3044\u8cea\u554f\u3092\u898b\u306a\u3044\u307e\u307e\u306b\u3059\u308b\u3068\u3001\u5f15\u304d\u7d99\u304e\u306e\u5272\u5408\u304c\u4e0b\u304c\u3089\u305a\u3001\u63a1\u7528\u62c5\u5f53\u306e\u624b\u306f\u6e1b\u308a\u307e\u305b\u3093\u3002","governance_notes":"**\u3053\u306e\u69cb\u6210\u3067\u6271\u3046\u30c7\u30fc\u30bf\uff1a** \u5b66\u751f\u306e\u8cea\u554f\u306e\u6587\u9762\u3001\u9078\u3093\u3060\u5352\u696d\u5e74\u5ea6\u3068\u30b3\u30fc\u30b9\u3001\u4f1a\u8a71\u306e\u8a18\u9332\u3002\u8cea\u554f\u306e\u4e2d\u306b\u3001\u6c0f\u540d\u30fb\u5b66\u6821\u540d\u30fb\u9023\u7d61\u5148\u3001\u5065\u5eb7\u3084\u5bb6\u65cf\u306e\u4e8b\u60c5\u304c\u66f8\u304d\u8fbc\u307e\u308c\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002\n\n1. **\u9078\u8003\u306e\u60c5\u5831\u306b\u89e6\u308c\u306a\u3044** \u2026 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\u691c\u7d22\u306b\u304b\u3051\u308b\u524d\u306b\u4f0f\u305b\u3001**\u8a18\u9332\u306b\u3082\u4f0f\u305b\u305f\u5f8c\u306e\u6587\u9762\u3092\u6b8b\u3057\u307e\u3059**\u3002\u500b\u5225\u306e\u4e8b\u60c5\u306f\u3001\u672c\u4eba\u78ba\u8a8d\u306e\u3067\u304d\u308b\u7d4c\u8def\u3067\u63a1\u7528\u62c5\u5f53\u304c\u53d7\u3051\u307e\u3059\n4. **\u52df\u96c6\u8981\u9805\u3068\u7b54\u3048\u3092\u305a\u3089\u3055\u306a\u3044** \u2026 \u5c31\u696d\u306e\u5834\u6240\u3068\u696d\u52d9\u306e\u5909\u66f4\u306e\u7bc4\u56f2\u306f\u3001\u52df\u96c6\u306e\u969b\u306b\u660e\u793a\u3059\u308b\u52b4\u50cd\u6761\u4ef6\u3067\u3059\u3002**\u8ee2\u52e4\u306e\u8cea\u554f\u3078\u306e\u7b54\u3048\u304c\u52df\u96c6\u8981\u9805\u306e\u8a18\u8f09\u3068\u305a\u308c\u306a\u3044\u3088\u3046\u3001\u6839\u62e0\u3092\u52df\u96c6\u8981\u9805\u306b\u7f6e\u304d\u307e\u3059**\n5. **AI\u304c\u7b54\u3048\u3066\u3044\u308b\u3053\u3068\u3092\u5b66\u751f\u306b\u793a\u3059** \u2026 \u30c1\u30e3\u30c3\u30c8\u306e\u6700\u521d\u306b\u3001AI\u304c\u6848\u5185\u306e\u6587\u66f8\u304b\u3089\u7b54\u3048\u308b\u3053\u3068\u3001\u500b\u5225\u306e\u76f8\u8ac7\u306f\u62c5\u5f53\u8005\u304c\u53d7\u3051\u308b\u3053\u3068\u3092\u66f8\u304d\u307e\u3059\n6. **\u6848\u5185\u306e\u6b63\u672c\u3092\u4eba\u4e8b\u90e8\u304c\u6301\u3064** \u2026 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\u9078\u8003\u306e\u7d50\u679c\u3001\u672c\u4eba\u306e\u72b6\u6cc1\u3001\u5065\u5eb7\u3084\u5bb6\u65cf\u306e\u4e8b\u60c5\u3001\u5185\u5b9a\u306e\u8f9e\u9000\u306f\u5fc5\u305a\u5165\u308c\u307e\u3059\u3002\u3042\u308f\u305b\u3066\u3001\u5f15\u304d\u7d99\u3044\u3060\u5b66\u751f\u3092\u63a1\u7528\u30de\u30a4\u30da\u30fc\u30b8\u3078\u6848\u5185\u3059\u308b\u6587\u9762\u3092\u4f5c\u308a\u307e\u3059\u3002\n\n**4\u9031\u76ee\uff1a\u30c7\u30fc\u30bf\u30b9\u30c8\u30a2\u3092\u4f5c\u308a\u3001\u793e\u5185\u3067\u4f7f\u3046**\n\nCloud Storage \u306b\u6587\u66f8\u3068\u30e1\u30bf\u30c7\u30fc\u30bf\u3092\u7f6e\u304d\u3001Vertex AI Search\uff08Agent Search\uff09\u306e\u30c7\u30fc\u30bf\u30b9\u30c8\u30a2\u3092\u4f5c\u308a\u307e\u3059\u3002**\u3053\u306e\u6642\u70b9\u3067\u306f\u5b66\u751f\u306b\u958b\u304b\u305a\u3001\u63a1\u7528\u62c5\u5f53\u304c\u8fd4\u4fe1\u306e\u6839\u62e0\u3092\u63a2\u3059\u306e\u306b\u4f7f\u3044\u307e\u3059\u3002**\n\n**2\u304b\u6708\u76ee\uff1a** 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