{"id":15205,"date":"2026-10-14T09:13:00","date_gmt":"2026-10-14T00:13:00","guid":{"rendered":"https:\/\/debono.co.jp\/media\/ai-usecase\/loan-agreement-covenant-qa\/"},"modified":"2026-10-14T09:13:00","modified_gmt":"2026-10-14T00:13:00","slug":"loan-agreement-covenant-qa","status":"publish","type":"ai_usecase","link":"https:\/\/debono.co.jp\/media\/ai-usecase\/loan-agreement-covenant-qa\/","title":{"rendered":"\u8ca1\u52d9\u30fb\u7d4c\u7406\u306e\u62c5\u5f53\u304b\u3089\u51fa\u308b\u501f\u5165\u306e\u8ca1\u52d9\u5236\u9650\u6761\u9805\u30fb\u5831\u544a\u7fa9\u52d9\u30fb\u671f\u9650\u306e\u5229\u76ca\u3092\u5931\u3046\u6761\u4ef6\u306e\u8cea\u554f\u306b\u3001\u91d1\u92ad\u6d88\u8cbb\u8cb8\u501f\u5951\u7d04\u66f8\u3068\u878d\u8cc7\u306e\u7d04\u5b9a\u66f8\u3092\u6839\u62e0\u306b\u30c1\u30e3\u30c3\u30c8\u3067\u7b54\u3048\u308b"},"content":{"rendered":"","protected":false},"excerpt":{"rendered":"<p>\u7d4c\u7406\u30fb\u8ca1\u52d9\u306e\u62c5\u5f53\u304b\u3089\u51fa\u308b\u300c\u3053\u306e\u501f\u5165\u306e\u8ca1\u52d9\u5236\u9650\u6761\u9805\u306f\u4f55\u304b\u300d\u300c\u6c7a\u7b97\u66f8\u306f\u3044\u3064\u307e\u3067\u306b\u51fa\u3059\u306e\u304b\u300d\u300c\u3069\u3046\u306a\u308b\u3068\u671f\u9650\u306e\u5229\u76ca\u3092\u5931\u3046\u306e\u304b\u300d\u3068\u3044\u3046\u8cea\u554f\u306b\u3001\u91d1\u92ad\u6d88\u8cbb\u8cb8\u501f\u5951\u7d04\u66f8\u3068\u878d\u8cc7\u306e\u7d04\u5b9a\u66f8\u306e\u8a72\u5f53\u6761\u9805\u3092\u5f15\u7528\u3057\u3066\u30c1\u30e3\u30c3\u30c8\u3067\u7b54\u3048\u307e\u3059\u3002<\/p>\n","protected":false},"author":5,"featured_media":0,"template":"","meta":{"swell_btn_cv_data":"","usecase_id":"UC-1352","platform_main":"Google Vertex AI","publish_date":"","last_updated":"2026-10-14","tech_verified_date":"2026-10-13","trigger":"**\u793e\u5185\u30c1\u30e3\u30c3\u30c8\u306e\u30dc\u30c3\u30c8\u3078\u306e\u6295\u7a3f\u3092\u8d77\u70b9\u306b\u3057\u307e\u3059\u3002** \u8cea\u554f\u306f\u601d\u3044\u7acb\u3063\u305f\u3068\u304d\u306b\u6765\u308b\u306e\u3067\u3001\u5f85\u305f\u305b\u305a\u306b\u305d\u306e\u5834\u3067\u7b54\u3048\u307e\u3059\u3002\u30c1\u30e3\u30c3\u30c8\u306e\u30dc\u30c3\u30c8\u304b\u3089\u306e\u901a\u77e5\u3092\u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u53d7\u3051\u3001\u56de\u7b54\u3092\u540c\u3058\u30b9\u30ec\u30c3\u30c9\u306b\u8fd4\u3057\u307e\u3059\u3002\n\n\u3082\u30461\u3064\u306e\u8d77\u70b9\u306f\u3001**\u5951\u7d04\u66f8\u306e\u8ffd\u52a0**\u3067\u3059\u3002\u65b0\u3057\u3044\u501f\u5165\u3084\u5909\u66f4\u5951\u7d04\u3092\u7de0\u7d50\u3057\u305f\u3089\u3001\u8ca1\u52d9\u8ab2\u304c PDF \u3068\u6587\u66f8\u306e\u4e00\u89a7\u3092 Cloud Storage \u306b\u7f6e\u304d\u307e\u3059\u3002**\u7f6e\u3044\u305f\u3042\u3068\u3001\u30c7\u30fc\u30bf\u30b9\u30c8\u30a2\u306b\u53d6\u308a\u8fbc\u307f\u76f4\u3059\u51e6\u7406\u3092\u52d5\u304b\u3057\u307e\u3059\u3002** \u5909\u66f4\u5951\u7d04\u306e\u53d6\u308a\u8fbc\u307f\u304c\u9045\u308c\u308b\u3068\u3001\u305d\u306e\u9593\u306e\u56de\u7b54\u306f\u53e4\u3044\u6761\u9805\u3092\u5f15\u304f\u306e\u3067\u3001**\u7de0\u7d50\u3057\u305f\u9031\u306e\u3046\u3061\u306b\u53d6\u308a\u8fbc\u3080\u3053\u3068\u3092\u8ca1\u52d9\u8ab2\u306e\u624b\u9806\u306b\u5165\u308c\u307e\u3059\u3002**\n\n\u6708\u306b1\u56de\u3001**\u501f\u5165\u306e\u4e00\u89a7\u8868\u3068\u3001\u30c7\u30fc\u30bf\u30b9\u30c8\u30a2\u306b\u5165\u3063\u3066\u3044\u308b\u6587\u66f8\u306e\u4e00\u89a7\u3092\u7a81\u304d\u5408\u308f\u305b\u307e\u3059\u3002** \u4e00\u89a7\u8868\u306b\u3042\u308b\u306e\u306b\u30c7\u30fc\u30bf\u30b9\u30c8\u30a2\u306b\u7121\u3044\u6587\u66f8\u304c\u3042\u308c\u3070\u3001\u53d6\u308a\u8fbc\u307f\u6f0f\u308c\u3067\u3059\u3002","input_data":"| \u30c7\u30fc\u30bf | \u4e2d\u8eab | \u53d6\u5f97\u5143 |\n|:--|:--|:--|\n| \u8cea\u554f | \u8cea\u554f\u306e\u6587\u3001\u8cea\u554f\u8005\u306e\u30a2\u30ab\u30a6\u30f3\u30c8\u3068\u90e8\u7f72\u3001\u30c1\u30e3\u30c3\u30c8\u306e\u30b9\u30ec\u30c3\u30c9 | \u793e\u5185\u30c1\u30e3\u30c3\u30c8 |\n| \u5951\u7d04\u66f8 | \u5f53\u521d\u306e\u5951\u7d04\u3001\u5909\u66f4\u5951\u7d04\u3001\u899a\u66f8\u3001\u9280\u884c\u53d6\u5f15\u7d04\u5b9a\u66f8\uff08\u30b9\u30ad\u30e3\u30f3\u3057\u305f PDF\uff09 | Cloud Storage |\n| \u6587\u66f8\u306e\u30e1\u30bf\u30c7\u30fc\u30bf | \u501f\u5165\u306e\u756a\u53f7\u3001\u91d1\u878d\u6a5f\u95a2\u3001\u6587\u66f8\u306e\u7a2e\u985e\u3001\u7de0\u7d50\u65e5\u3001\u52b9\u529b\u767a\u751f\u65e5\u3001**\u7f6e\u304d\u63db\u3048\u3089\u308c\u305f\u6761\u9805\u306e\u6709\u7121**\u3001\u898b\u3066\u3088\u3044\u90e8\u7f72 | \u6587\u66f8\u3054\u3068\u306e\u30e1\u30bf\u30c7\u30fc\u30bf |\n| \u501f\u5165\u306e\u6587\u66f8\u306e\u4e00\u89a7 | \u501f\u5165\u3054\u3068\u306e\u6587\u66f8\u306e\u4e26\u3073\u3068\u3001\u6700\u65b0\u306e\u5909\u66f4\u5951\u7d04 | \u501f\u5165\u306e\u4e00\u89a7\u8868 |\n\n**\u8cea\u3092\u6c7a\u3081\u308b\u306e\u306f\u3001\u30e1\u30bf\u30c7\u30fc\u30bf\u306e\u300c\u7f6e\u304d\u63db\u3048\u3089\u308c\u305f\u6761\u9805\u306e\u6709\u7121\u300d\u3068\u300c\u898b\u3066\u3088\u3044\u90e8\u7f72\u300d\u3067\u3059\u3002** \u524d\u8005\u304c\u7121\u3051\u308c\u3070\u3001\u5909\u66f4\u524d\u306e\u6761\u9805\u3067\u7b54\u3048\u307e\u3059\u3002\u5f8c\u8005\u304c\u7121\u3051\u308c\u3070\u3001\u5b50\u4f1a\u793e\u306e\u7d4c\u7406\u306b\u89aa\u4f1a\u793e\u306e\u30b7\u30f3\u30b8\u30b1\u30fc\u30c8\u30ed\u30fc\u30f3\u306e\u6761\u4ef6\u304c\u898b\u3048\u3066\u3057\u307e\u3044\u307e\u3059\u3002\n\n**\u30e1\u30bf\u30c7\u30fc\u30bf\u306f\u3001\u6587\u66f8\u3092\u53d6\u308a\u8fbc\u3080\u3068\u304d\u306b JSON \u3067\u4e00\u7dd2\u306b\u6e21\u3057\u307e\u3059\u3002** \u501f\u5165\u306e\u756a\u53f7\u3068\u91d1\u878d\u6a5f\u95a2\u306f\u3001\u7d5e\u308a\u8fbc\u307f\u306b\u4f7f\u3048\u308b\u3088\u3046\u306b\u300c\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u306b\u4f7f\u3046\uff08indexable\uff09\u300d\u9805\u76ee\u306b\u8a2d\u5b9a\u3057\u307e\u3059\u3002","data_source":"| \u53d6\u308b\u3082\u306e | \u3069\u3053\u304b\u3089 | \u3069\u3046\u53d6\u308b\u304b |\n|:--|:--|:--|\n| \u8cea\u554f\u8005\u306e\u90e8\u7f72 | \u793e\u5185\u306e\u30a2\u30ab\u30a6\u30f3\u30c8\u60c5\u5831 | \u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u8cea\u554f\u8005\u306e\u30a2\u30ab\u30a6\u30f3\u30c8\u304b\u3089\u5f15\u304f |\n| \u5bfe\u8c61\u306e\u501f\u5165 | \u8cea\u554f\u306e\u6587\u3068\u501f\u5165\u306e\u4e00\u89a7\u8868 | \u501f\u5165\u540d\u30fb\u91d1\u878d\u6a5f\u95a2\u540d\u306e\u4e00\u89a7\u3068\u7167\u3089\u3057\u3066\u501f\u5165\u306e\u756a\u53f7\u3092\u6c7a\u3081\u308b |\n| \u6761\u9805\u3068\u56de\u7b54 | answer \u30e1\u30bd\u30c3\u30c9 | `searchSpec` \u306e `filter` \u3067\u501f\u5165\u306e\u756a\u53f7\u3092\u7d5e\u308a\u3001\u5f15\u7528\u4ed8\u304d\u3067\u56de\u7b54\u3092\u4f5c\u308b |\n| \u5f15\u7528\u306e\u4f4d\u7f6e | answer \u30e1\u30bd\u30c3\u30c9\u306e\u5fdc\u7b54 | \u5f15\u7528\uff08citations\uff09\u3068\u6839\u62e0\u306e\u5bfe\u5fdc\uff08groundingSupports\uff09 |\n\n**\u7d5e\u308a\u8fbc\u307f\u306f\u3001\u30e1\u30bf\u30c7\u30fc\u30bf\u306e\u30d5\u30a3\u30eb\u30bf\u3067\u884c\u3044\u307e\u3059\u3002** \u305f\u3068\u3048\u3070 `loan_id: ANY(\"SL-2024-01\")` \u306e\u3088\u3046\u306b\u3001\u30c6\u30ad\u30b9\u30c8\u306e\u9805\u76ee\u304c\u6307\u5b9a\u3057\u305f\u5024\u306e\u3069\u308c\u304b\u306b\u4e00\u81f4\u3059\u308b\u6587\u66f8\u3060\u3051\u3092\u5bfe\u8c61\u306b\u3067\u304d\u307e\u3059\u3002**\u8cea\u554f\u306e\u6587\u306b\u501f\u5165\u306e\u540d\u524d\u304c\u7121\u3044\u3068\u304d\u306f\u3001\u501f\u5165\u306e\u756a\u53f7\u3067\u7d5e\u3089\u305a\u3001\u8cea\u554f\u8005\u306e\u90e8\u7f72\u3067\u898b\u3066\u3088\u3044\u6587\u66f8\u3060\u3051\u306b\u7d5e\u308a\u307e\u3059\u3002**\n\n\u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0\u304c answer \u30e1\u30bd\u30c3\u30c9\u306b\u9001\u308b\u8981\u6c42\u306f\u3001\u304a\u304a\u3080\u306d\u6b21\u306e\u5f62\u306b\u306a\u308a\u307e\u3059\uff08`:answer` \u306e\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u306b POST \u3057\u307e\u3059\uff09\u3002\n\n```json\n{\n  \"query\": { \"text\": \"SL-2024-01 \u306e\u7d14\u8cc7\u7523\u306e\u7dad\u6301\u306e\u57fa\u6e96\u306f\uff1f\" },\n  \"session\": \"\",\n  \"searchSpec\": {\n    \"searchParams\": {\n      \"filter\": \"loan_id: ANY(\\\"SL-2024-01\\\") AND allowed_dept: ANY(\\\"accounting\\\")\",\n      \"maxReturnResults\": 10\n    }\n  },\n  \"queryUnderstandingSpec\": {\n    \"queryClassificationSpec\": {\n      \"types\": [\"ADVERSARIAL_QUERY\", \"NON_ANSWER_SEEKING_QUERY\"]\n    }\n  },\n  \"groundingSpec\": { \"filteringLevel\": \"FILTERING_LEVEL_HIGH\" },\n  \"answerGenerationSpec\": {\n    \"includeCitations\": true,\n    \"ignoreAdversarialQuery\": true,\n    \"ignoreNonAnswerSeekingQuery\": true,\n    \"promptSpec\": { \"preamble\": \"\uff08\u6b21\u306e\u300c\u30d7\u30ed\u30f3\u30d7\u30c8\u307e\u305f\u306f\u6307\u793a\u5185\u5bb9\u306e\u4f8b\u300d\uff09\" }\n  }\n}\n```\n\n**`filter` \u306f\u8cea\u554f\u8005\u304c\u66f8\u304d\u63db\u3048\u3089\u308c\u306a\u3044\u5834\u6240\u3067\u4f5c\u308a\u307e\u3059\u3002** \u8cea\u554f\u306e\u6587\u306b\u300c\u5168\u90e8\u306e\u501f\u5165\u306b\u3064\u3044\u3066\u300d\u3068\u66f8\u304b\u308c\u3066\u3044\u3066\u3082\u3001`allowed_dept` \u306e\u6761\u4ef6\u306f\u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u5fc5\u305a\u4ed8\u3051\u307e\u3059\u3002**\u8cea\u554f\u306e\u6587\u304b\u3089\u7d5e\u308a\u8fbc\u307f\u306e\u6761\u4ef6\u3092\u7d44\u307f\u7acb\u3066\u308b\u3068\u3001\u8cea\u554f\u306e\u66f8\u304d\u65b9\u3057\u3060\u3044\u3067\u6a29\u9650\u304c\u5916\u308c\u307e\u3059\u3002**\n\n**\u898b\u3066\u3088\u3044\u6587\u66f8\u306e\u7d5e\u308a\u8fbc\u307f\u3092\u3001\u30e1\u30bf\u30c7\u30fc\u30bf\u306e\u30d5\u30a3\u30eb\u30bf\u3067\u884c\u3046\u306e\u306f\u7406\u7531\u304c\u3042\u308a\u307e\u3059\u3002** Agent Search \u306b\u306f\u3001Cloud Storage \u306a\u3069\u306e\u5143\u306e\u6a29\u9650\u306b\u5f93\u3063\u3066\u691c\u7d22\u7d50\u679c\u3092\u7d5e\u308b\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u306e\u30a2\u30af\u30bb\u30b9\u5236\u5fa1\u304c\u3042\u308a\u307e\u3059\u304c\u3001**\u3053\u306e\u6a5f\u80fd\u306f\u30d7\u30ec\u30d3\u30e5\u30fc\uff08Pre-GA\uff09\u3067\u3059\u3002** \u6b63\u5f0f\u306a\u63d0\u4f9b\u306b\u306a\u308b\u307e\u3067\u306f\u3001\u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u8cea\u554f\u8005\u306e\u90e8\u7f72\u304b\u3089\u7d5e\u308a\u8fbc\u307f\u306e\u6761\u4ef6\u3092\u4f5c\u308b\u5f62\u306b\u3057\u307e\u3059\u3002\n\n**\u5f15\u7528\u306e\u4f4d\u7f6e\u306f\u3001UTF-8 \u306e\u30d0\u30a4\u30c8\u6570\u3067\u8fd4\u308a\u307e\u3059\u3002** \u56de\u7b54\u306e\u6587\u4e2d\u306e\u5f15\u7528\u306e\u958b\u59cb\u3068\u7d42\u4e86\u306e\u4f4d\u7f6e\uff08`startIndex`\uff0f`endIndex`\uff09\u306f\u3001\u6587\u5b57\u6570\u3067\u306f\u306a\u304f\u30d0\u30a4\u30c8\u6570\u3067\u3059\u3002**\u65e5\u672c\u8a9e\u306f1\u6587\u5b57\u304c3\u30d0\u30a4\u30c8\u306a\u306e\u3067\u3001\u6587\u5b57\u6570\u3068\u3057\u3066\u6271\u3046\u3068\u3001\u5f15\u7528\u306e\u5370\u304c\u56de\u7b54\u306e\u5225\u306e\u7b87\u6240\u306b\u4ed8\u304d\u307e\u3059\u3002** \u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0\u3067\u30d0\u30a4\u30c8\u5217\u306b\u76f4\u3057\u3066\u304b\u3089\u5207\u308a\u51fa\u3057\u307e\u3059\u3002","preprocessing":"1. **\u5951\u7d04\u66f8\u306e\u89e3\u6790\u306e\u8a2d\u5b9a** \u2026 \u30c7\u30fc\u30bf\u30b9\u30c8\u30a2\u3092\u4f5c\u308b\u3068\u304d\u306b\u3001\u30ec\u30a4\u30a2\u30a6\u30c8\u306e\u89e3\u6790\u3092\u6307\u5b9a\u3057\u3001\u30c1\u30e3\u30f3\u30af\u306e\u5927\u304d\u3055\u3092500\u3001\u898b\u51fa\u3057\u3092\u542b\u3081\u308b\u8a2d\u5b9a\u3092\u6709\u52b9\u306b\u3057\u307e\u3059\n2. **\u6587\u66f8\u306e\u5206\u3051\u65b9** \u2026 \u5f53\u521d\u306e\u5951\u7d04\u3068\u5909\u66f4\u5951\u7d04\u30921\u3064\u306e PDF \u306b\u307e\u3068\u3081\u305a\u3001**\u6587\u66f8\u3054\u3068\u306b\u5225\u306e\u30d5\u30a1\u30a4\u30eb**\u306b\u3057\u307e\u3059\u3002\u7248\u306e\u533a\u5225\u306e\u305f\u3081\u3067\u3059\n3. **\u30e1\u30bf\u30c7\u30fc\u30bf\u306e\u4ed8\u4e0e** \u2026 \u501f\u5165\u306e\u756a\u53f7\u3001\u91d1\u878d\u6a5f\u95a2\u3001\u6587\u66f8\u306e\u7a2e\u985e\u3001\u7de0\u7d50\u65e5\u3001\u52b9\u529b\u767a\u751f\u65e5\u3001\u7f6e\u304d\u63db\u3048\u305f\u6761\u9805\u3001\u898b\u3066\u3088\u3044\u90e8\u7f72\u3092 JSON \u3067\u4ed8\u3051\u307e\u3059\n4. **\u30da\u30fc\u30b8\u6570\u306e\u78ba\u8a8d** \u2026 OCR \u306e\u89e3\u6790\u306f PDF \u306e\u6700\u521d\u306e500\u30da\u30fc\u30b8\u307e\u3067\u3002**\u5408\u672c\u306b\u3057\u305f\u5951\u7d04\u66f8\u306f\u5206\u3051\u307e\u3059**\n5. **\u501f\u5165\u540d\u306e\u8f9e\u66f8** \u2026 \u793e\u5185\u3067\u306e\u547c\u3073\u65b9\uff08\u300cA\u884c\u306e\u30b7\u30fb\u30ed\u30fc\u30f3\u300d\u300c\u8a2d\u5099\u8cc7\u91d1\u306e2\u53f7\u300d\uff09\u3068\u501f\u5165\u306e\u756a\u53f7\u306e\u5bfe\u5fdc\u8868\u3092\u4f5c\u308a\u307e\u3059\n6. **\u8cea\u554f\u306e\u5206\u985e\u306e\u6e96\u5099** \u2026 \u5224\u65ad\u3092\u6c42\u3081\u308b\u8a00\u3044\u65b9\uff08\u300c\u62b5\u89e6\u3059\u308b\u304b\u300d\u300c\u5927\u4e08\u592b\u304b\u300d\u300c\u76f8\u8ac7\u3059\u3079\u304d\u304b\u300d\uff09\u306e\u4e00\u89a7\u3092\u4f5c\u308a\u3001\u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0\u3067\u5370\u3092\u4ed8\u3051\u307e\u3059\n\n3\u756a\u76ee\u306e\u30e1\u30bf\u30c7\u30fc\u30bf\u306f\u3001\u6587\u66f8\u3054\u3068\u306b\u6b21\u306e\u3088\u3046\u306a\u5185\u5bb9\u306b\u3057\u307e\u3059\u3002\n\n```json\n{\n  \"doc_id\": \"SL-2024-01-A02\",\n  \"loan_id\": \"SL-2024-01\",\n  \"lender\": \"\u5e79\u4e8b\u884c\u3068\u53c2\u52a0\u884c\uff08\u30b7\u30f3\u30b8\u30b1\u30fc\u30c8\u30ed\u30fc\u30f3\uff09\",\n  \"doc_type\": \"amendment\",\n  \"amendment_no\": 2,\n  \"signed_date\": \"2026-03-27\",\n  \"effective_date\": \"2026-04-01\",\n  \"replaces_clauses\": [\"\u7b2c18\u6761\u7b2c2\u9805\", \"\u7b2c21\u6761\u7b2c1\u9805\"],\n  \"allowed_dept\": [\"finance\", \"accounting\", \"corporate_planning\"]\n}\n```\n\n**`replaces_clauses` \u306f\u3001\u5909\u66f4\u5951\u7d04\u3092\u8aad\u3093\u3067\u4eba\u304c\u4ed8\u3051\u307e\u3059\u3002** \u3069\u306e\u6761\u9805\u3092\u7f6e\u304d\u63db\u3048\u305f\u304b\u306f\u5909\u66f4\u5951\u7d04\u306e\u5192\u982d\u306b\u66f8\u304b\u308c\u3066\u3044\u308b\u3053\u3068\u304c\u591a\u304f\u30011\u672c\u3042\u305f\u308a\u6570\u5206\u3067\u4ed8\u3051\u3089\u308c\u307e\u3059\u3002**\u3053\u308c\u304c\u3042\u308b\u3068\u3001\u7248\u306e\u78ba\u8a8d\u3067\u300c\u3053\u306e\u6761\u9805\u306f\u5909\u66f4\u3055\u308c\u3066\u3044\u308b\u300d\u3068\u6761\u9805\u306e\u5358\u4f4d\u3067\u6ce8\u8a18\u3067\u304d\u307e\u3059\u3002**\n\n**5\u756a\u76ee\u3092\u8efd\u304f\u898b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u793e\u5185\u306e\u8cea\u554f\u306f\u3001\u5951\u7d04\u66f8\u306e\u6b63\u5f0f\u306a\u540d\u524d\u3067\u306f\u6765\u307e\u305b\u3093\u3002**\u300c\u8a2d\u5099\u8cc7\u91d1\u306e2\u53f7\u300d\u304b\u3089\u501f\u5165\u306e\u756a\u53f7\u304c\u5f15\u3051\u306a\u3044\u3068\u3001\u7d5e\u308a\u8fbc\u307f\u304c\u52b9\u304b\u305a\u3001\u5168\u90e8\u306e\u501f\u5165\u306e\u6761\u9805\u304c\u6df7\u3056\u3063\u305f\u56de\u7b54\u306b\u306a\u308a\u307e\u3059\u3002**\n\n**6\u756a\u76ee\u306f\u3001answer \u30e1\u30bd\u30c3\u30c9\u306e\u5206\u985e\u3068\u306f\u5225\u306b\u6301\u3061\u307e\u3059\u3002** answer \u30e1\u30bd\u30c3\u30c9\u306b\u306f\u3001\u6575\u5bfe\u7684\u306a\u8cea\u554f\u3068\u3001\u7b54\u3048\u3092\u6c42\u3081\u3066\u3044\u306a\u3044\u8cea\u554f\u3092\u5206\u985e\u3059\u308b\u6a5f\u80fd\u304c\u3042\u308a\u307e\u3059\u3002**\u300c\u62b5\u89e6\u3057\u305d\u3046\u304b\u300d\u306f\u7b54\u3048\u3092\u6c42\u3081\u308b\u8cea\u554f\u306a\u306e\u3067\u3001\u3053\u306e\u5206\u985e\u3067\u306f\u6b62\u307e\u308a\u307e\u305b\u3093\u3002** \u81ea\u793e\u3067\u5370\u3092\u4ed8\u3051\u307e\u3059\u3002","ai_processing":"**\u3055\u305b\u308b\u306e\u306f\u3001\u6761\u4ef6\u306b\u5408\u3046\u5951\u7d04\u66f8\u304b\u3089\u6761\u9805\u3092\u63a2\u3057\u3001\u305d\u306e\u6761\u9805\u306b\u66f8\u304b\u308c\u3066\u3044\u308b\u3053\u3068\u3092\u3001\u5f15\u7528\u3092\u4ed8\u3051\u3066\u7b54\u3048\u308b\u3053\u3068\u3067\u3059\u3002**\n\n| \u3055\u305b\u308b\u3053\u3068 | \u4e2d\u8eab |\n|:--|:--|\n| \u6761\u9805\u306e\u691c\u7d22 | \u8cea\u554f\u306b\u5408\u3046\u6761\u9805\u3092\u3001\u7d5e\u308a\u8fbc\u3093\u3060\u501f\u5165\u306e\u6587\u66f8\u304b\u3089\u63a2\u3059 |\n| \u6761\u9805\u306e\u8981\u7d04 | \u57fa\u6e96\u5024\u3001\u671f\u9650\u3001\u5bfe\u8c61\u3001\u4f8b\u5916\u3092\u3001\u6761\u9805\u306e\u6587\u8a00\u306b\u6cbf\u3063\u3066\u66f8\u304f |\n| \u5f15\u7528 | \u56de\u7b54\u306e\u5404\u6587\u306b\u3001\u6839\u62e0\u306b\u3057\u305f\u6587\u66f8\u3068\u7b87\u6240\u3092\u4ed8\u3051\u308b |\n| \u7248\u306e\u660e\u793a | \u3069\u306e\u6587\u66f8\uff08\u5f53\u521d\u306e\u5951\u7d04\u3001\u7b2c\u4f55\u56de\u306e\u5909\u66f4\u5951\u7d04\uff09\u3092\u5f15\u3044\u305f\u304b\u3092\u66f8\u304f |\n\n| \u3055\u305b\u306a\u3044\u3053\u3068 | \u7406\u7531 |\n|:--|:--|\n| \u62b5\u89e6\u3059\u308b\u304b\u306e\u5224\u5b9a | \u6570\u5024\u3068\u306e\u7167\u5408\u3068\u5224\u65ad\u306f\u8ca1\u52d9\u8ab2\u3002**\u6839\u62e0\u306e\u7121\u3044\u5b89\u5fc3\u3092\u4e0e\u3048\u308b** |\n| \u91d1\u878d\u6a5f\u95a2\u3078\u306e\u76f8\u8ac7\u306e\u8981\u5426 | \u7d4c\u55b6\u306e\u5224\u65ad |\n| \u6761\u9805\u306e\u89e3\u91c8\u306e\u88dc\u8db3 | \u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u3053\u3068\u3092\u8db3\u3059\u3068\u3001\u5951\u7d04\u306e\u5185\u5bb9\u306b\u898b\u3048\u308b |\n| \u5951\u7d04\u66f8\u306b\u7121\u3044\u4e00\u822c\u8ad6\u3067\u306e\u56de\u7b54 | \u300c\u4e00\u822c\u7684\u306b\u306f\u300d\u3067\u7b54\u3048\u308b\u3068\u3001\u81ea\u793e\u306e\u5951\u7d04\u3068\u6df7\u3056\u308b |\n| \u53e4\u3044\u7248\u3067\u306e\u56de\u7b54\u306e\u65ad\u5b9a | \u6700\u65b0\u306e\u5909\u66f4\u5951\u7d04\u3092\u5f15\u3051\u306a\u304b\u3063\u305f\u3068\u304d\u306f\u3001\u305d\u3046\u66f8\u304f |\n\n**1\u884c\u76ee\u304c\u3044\u3061\u3070\u3093\u6c42\u3081\u3089\u308c\u3001\u3044\u3061\u3070\u3093\u5371\u306a\u3044\u7b54\u3048\u3067\u3059\u3002** \u8cea\u554f\u8005\u304c\u672c\u5f53\u306b\u77e5\u308a\u305f\u3044\u306e\u306f\u300c\u5927\u4e08\u592b\u304b\u300d\u3067\u3042\u308b\u3053\u3068\u304c\u591a\u3044\u306e\u3067\u3059\u304c\u3001**\u6761\u9805\u306e\u57fa\u6e96\u5024\u3068\u4eca\u671f\u306e\u6570\u5024\u3092\u7167\u3089\u3059\u306e\u306f\u3001\u6c7a\u7b97\u306e\u6570\u5024\u304c\u78ba\u5b9a\u3057\u305f\u5f8c\u306e\u8ca1\u52d9\u8ab2\u306e\u4ed5\u4e8b\u3067\u3059\u3002** \u56de\u7b54\u306f\u6761\u9805\u306e\u5199\u3057\u307e\u3067\u306b\u7559\u3081\u307e\u3059\u3002","prompt_example":"answer \u30e1\u30bd\u30c3\u30c9\u306e `promptSpec.preamble`\uff08\u56de\u7b54\u306e\u751f\u6210\u3078\u306e\u6307\u793a\uff09\u306b\u6b21\u306e\u5185\u5bb9\u3092\u5165\u308c\u307e\u3059\u3002\n\n```\n\u3042\u306a\u305f\u306f\u8ca1\u52d9\u90e8\u304c\u7528\u610f\u3057\u305f\u3001\u501f\u5165\u306e\u5951\u7d04\u66f8\u306e\u5185\u5bb9\u3092\u7b54\u3048\u308b\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\u3067\u3059\u3002\n\u7b54\u3048\u306e\u6839\u62e0\u306f\u3001\u691c\u7d22\u3067\u898b\u3064\u304b\u3063\u305f\u5951\u7d04\u66f8\u306e\u6761\u9805\u3060\u3051\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u7b54\u3048\u65b9\u3011\n- \u6700\u521d\u306b\u7d50\u8ad6\u30921\u301c2\u6587\u3067\u66f8\u304d\u3001\u305d\u306e\u3042\u3068\u306b\u6761\u9805\u306e\u6587\u8a00\u306b\u6cbf\u3063\u3066\n  \u57fa\u6e96\u5024\u30fb\u671f\u9650\u30fb\u5bfe\u8c61\u30fb\u4f8b\u5916\u3092\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n- \u91d1\u984d\u30fb\u6bd4\u7387\u30fb\u65e5\u6570\u30fb\u671f\u9650\u306f\u3001\u5951\u7d04\u66f8\u306e\u6587\u8a00\u306e\u307e\u307e\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n  \u63db\u7b97\u3084\u8a00\u3044\u63db\u3048\u3092\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u3069\u306e\u6587\u66f8\u306e\u3001\u3069\u306e\u6761\u9805\u3092\u6839\u62e0\u306b\u3057\u305f\u304b\u3092\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n  \u5f53\u521d\u306e\u5951\u7d04\u304b\u3001\u7b2c\u4f55\u56de\u306e\u5909\u66f4\u5951\u7d04\u304b\u3082\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n- \u540c\u3058\u6761\u9805\u306b\u3064\u3044\u3066\u3001\u5f53\u521d\u306e\u5951\u7d04\u3068\u5909\u66f4\u5951\u7d04\u306e\u4e21\u65b9\u304c\u898b\u3064\u304b\u3063\u305f\u5834\u5408\u306f\u3001\n  \u52b9\u529b\u767a\u751f\u65e5\u306e\u65b0\u3057\u3044\u307b\u3046\u3067\u7b54\u3048\u3001\u5909\u66f4\u524d\u306e\u5185\u5bb9\u3082\u4f75\u8a18\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u7b54\u3048\u306a\u3044\u3053\u3068\u3011\n- \u8ca1\u52d9\u5236\u9650\u6761\u9805\u306b\u62b5\u89e6\u3059\u308b\u304b\u3069\u3046\u304b\u3001\u62b5\u89e6\u3057\u305d\u3046\u304b\u3069\u3046\u304b\u306f\u7b54\u3048\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n  \u300c\u8ca1\u52d9\u8ab2\u306b\u78ba\u8a8d\u3057\u3066\u304f\u3060\u3055\u3044\u300d\u3068\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n- \u91d1\u878d\u6a5f\u95a2\u306b\u76f8\u8ac7\u3059\u3079\u304d\u304b\u3069\u3046\u304b\u306f\u7b54\u3048\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u5951\u7d04\u66f8\u306b\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u3053\u3068\u3092\u3001\u4e00\u822c\u8ad6\u3067\u88dc\u308f\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n  \u898b\u3064\u304b\u3089\u306a\u3044\u5834\u5408\u306f\u300c\u5951\u7d04\u66f8\u304b\u3089\u8a72\u5f53\u306e\u6761\u9805\u304c\u898b\u3064\u304b\u308a\u307e\u305b\u3093\u3067\u3057\u305f\u300d\u3068\u7b54\u3048\u3066\u304f\u3060\u3055\u3044\u3002\n- \u6761\u9805\u306e\u610f\u5473\u3092\u63a8\u6e2c\u3067\u88dc\u8db3\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n```\n\n**\u300c\u4e21\u65b9\u304c\u898b\u3064\u304b\u3063\u305f\u5834\u5408\u306f\u65b0\u3057\u3044\u307b\u3046\u3067\u7b54\u3048\u3001\u5909\u66f4\u524d\u3082\u4f75\u8a18\u300d\u304c\u8981\u70b9\u3067\u3059\u3002** \u4f75\u8a18\u3055\u305b\u308b\u3068\u3001\u8cea\u554f\u8005\u306f\u6761\u4ef6\u304c\u5909\u308f\u3063\u305f\u3053\u3068\u306b\u3082\u6c17\u3065\u3051\u307e\u3059\u3002**\u305f\u3060\u3057\u3001\u5909\u66f4\u5951\u7d04\u304c\u691c\u7d22\u3067\u898b\u3064\u304b\u3089\u306a\u3051\u308c\u3070\u3001\u3053\u306e\u6307\u793a\u306f\u52b9\u304d\u307e\u305b\u3093\u3002** \u305d\u306e\u305f\u3081\u306e\u78ba\u8a8d\u3092\u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0\u306b\u7f6e\u304d\u307e\u3059\uff08\u7b2c5\u7ae0\u306e4\u756a\u76ee\uff09\u3002\n\n**\u6839\u62e0\u306e\u5f31\u3044\u56de\u7b54\u3092\u51fa\u3055\u306a\u3044\u8a2d\u5b9a\u3082\u4f7f\u3044\u307e\u3059\u3002** `groundingSpec` \u306e `filteringLevel` \u3092 `FILTERING_LEVEL_HIGH` \u306b\u3059\u308b\u3068\u3001\u6839\u62e0\u306e\u652f\u6301\u306e\u70b9\u6570\u304c\u4f4e\u3044\u56de\u7b54\u306f\u8fd4\u3089\u306a\u304f\u306a\u308a\u307e\u3059\u3002**\u8fd4\u3089\u306a\u304b\u3063\u305f\u8cea\u554f\u306f\u3001\u8ca1\u52d9\u8ab2\u306e\u5f85\u3061\u884c\u5217\u306b\u5165\u308c\u307e\u3059\u3002**","output_data":"**answer \u30e1\u30bd\u30c3\u30c9\u306e\u5fdc\u7b54\u304b\u3089\u3001\u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u6b21\u306e\u5f62\u306b\u7d44\u307f\u76f4\u3057\u3066\u30c1\u30e3\u30c3\u30c8\u306b\u8fd4\u3057\u3001\u8a18\u9332\u306b\u3082\u6b8b\u3057\u307e\u3059\u3002**\n\n```json\n{\n  \"question_id\": \"\",\n  \"loan_id\": \"\",\n  \"answer_text\": \"\",\n  \"state\": \"answered | skipped | needs_review\",\n  \"skipped_reason\": \"\",\n  \"citations\": [\n    {\n      \"doc_id\": \"\",\n      \"doc_type\": \"original | amendment | memorandum\",\n      \"amendment_no\": 0,\n      \"effective_date\": \"\",\n      \"excerpt\": \"\"\n    }\n  ],\n  \"latest_amendment_cited\": true,\n  \"judgment_requested\": false\n}\n```\n\n**1\u3064\u76ee\u306e\u7406\u7531\u306f\u3001`state` \u3067\u632f\u308a\u5206\u3051\u3092\u6c7a\u3081\u3089\u308c\u308b\u3053\u3068\u3067\u3059\u3002** `answered` \u306f\u305d\u306e\u307e\u307e\u8fd4\u3057\u3001`skipped` \u3068 `needs_review` \u306f\u8ca1\u52d9\u8ab2\u306e\u5f85\u3061\u884c\u5217\u306b\u5165\u308c\u307e\u3059\u3002\n\n| \u72b6\u614b | \u3069\u3046\u3044\u3046\u3068\u304d\u304b | \u6271\u3044 |\n|:--|:--|:--|\n| `answered` | \u56de\u7b54\u304c\u3042\u308a\u3001\u6700\u65b0\u306e\u5909\u66f4\u5951\u7d04\u3092\u5f15\u3044\u3066\u3044\u308b | \u8cea\u554f\u8005\u306b\u8fd4\u3059 |\n| `skipped` | answer \u30e1\u30bd\u30c3\u30c9\u304c\u56de\u7b54\u3092\u4f5c\u3089\u306a\u304b\u3063\u305f\uff08\u6839\u62e0\u306e\u70b9\u6570\u304c\u4f4e\u3044\u3001\u7b54\u3048\u3092\u6c42\u3081\u3066\u3044\u306a\u3044\u8cea\u554f\u306a\u3069\uff09 | \u8ca1\u52d9\u8ab2\u3078 |\n| `needs_review` | \u6700\u65b0\u306e\u5909\u66f4\u5951\u7d04\u3092\u5f15\u3044\u3066\u3044\u306a\u3044\u3001\u307e\u305f\u306f\u5224\u65ad\u3092\u6c42\u3081\u308b\u8cea\u554f | \u56de\u7b54\u306b\u6ce8\u8a18\u3092\u4ed8\u3051\u3066\u8fd4\u3057\u3001\u8ca1\u52d9\u8ab2\u3078\u3082\u56de\u3059 |\n\n**2\u3064\u76ee\u306f\u3001`latest_amendment_cited` \u3067\u7248\u306e\u78ba\u8a8d\u3092\u6a5f\u68b0\u306b\u3055\u305b\u3089\u308c\u308b\u3053\u3068\u3067\u3059\u3002** \u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0\u306f\u3001\u501f\u5165\u306e\u6587\u66f8\u306e\u4e00\u89a7\u304b\u3089\u6700\u65b0\u306e\u5909\u66f4\u5951\u7d04\u3092\u5f15\u304d\u3001`citations` \u306e\u4e2d\u306b\u3042\u308b\u304b\u3092\u898b\u307e\u3059\u3002**\u7121\u3051\u308c\u3070 false \u306b\u3057\u3001\u56de\u7b54\u306b\u300c\u6700\u65b0\u306e\u5909\u66f4\u5951\u7d04\u3067\u5909\u308f\u3063\u3066\u3044\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u300d\u3068\u4ed8\u3051\u307e\u3059\u3002**\n\n**3\u3064\u76ee\u306f\u3001`excerpt` \u3067\u8cea\u554f\u8005\u304c\u81ea\u5206\u3067\u78ba\u304b\u3081\u3089\u308c\u308b\u3053\u3068\u3067\u3059\u3002** \u5f15\u7528\u3057\u305f\u6761\u9805\u306e\u6587\u8a00\u305d\u306e\u3082\u306e\u3092\u56de\u7b54\u306e\u4e0b\u306b\u4e26\u3079\u307e\u3059\u3002**\u56de\u7b54\u306e\u6587\u3068\u6761\u9805\u306e\u6587\u8a00\u304c\u98df\u3044\u9055\u3063\u3066\u3044\u308c\u3070\u3001\u8cea\u554f\u8005\u304c\u6c17\u3065\u3051\u307e\u3059\u3002**","integration_systems":"| \u3064\u306a\u304e\u5148 | \u65b9\u5f0f | \u5185\u5bb9 |\n|:--|:--|:--|\n| \u793e\u5185\u30c1\u30e3\u30c3\u30c8 | \u30dc\u30c3\u30c8\u306e\u901a\u77e5\u3068\u8fd4\u4fe1 | \u8cea\u554f\u3092\u53d7\u3051\u3001\u56de\u7b54\u3092\u540c\u3058\u30b9\u30ec\u30c3\u30c9\u306b\u8fd4\u3059 |\n| \u793e\u5185\u306e\u30a2\u30ab\u30a6\u30f3\u30c8\u60c5\u5831 | \u8aad\u307f\u53d6\u308a | \u8cea\u554f\u8005\u306e\u90e8\u7f72\u3092\u5f15\u304f |\n| Vertex AI Search | answer \u30e1\u30bd\u30c3\u30c9 | \u7d5e\u308a\u8fbc\u3093\u3060\u6587\u66f8\u304b\u3089\u6761\u9805\u3092\u63a2\u3057\u3001\u5f15\u7528\u4ed8\u304d\u3067\u56de\u7b54\u3059\u308b |\n| \u501f\u5165\u306e\u4e00\u89a7\u8868 | \u8aad\u307f\u53d6\u308a | \u501f\u5165\u540d\u306e\u8f9e\u66f8\u3068\u3001\u501f\u5165\u3054\u3068\u306e\u6587\u66f8\u306e\u4e00\u89a7 |\n| \u8ca1\u52d9\u8ab2\u306e\u5f85\u3061\u884c\u5217 | \u66f8\u304d\u8fbc\u307f | \u56de\u7b54\u3067\u304d\u306a\u304b\u3063\u305f\u8cea\u554f\u3068\u3001\u5370\u306e\u4ed8\u3044\u305f\u56de\u7b54 |\n| BigQuery | \u66f8\u304d\u8fbc\u307f | \u8cea\u554f\u30fb\u56de\u7b54\u30fb\u5f15\u7528\u30fb\u72b6\u614b\u306e\u8a18\u9332 |\n\n**\u8907\u6570\u306e\u5f80\u5fa9\u306e\u4f1a\u8a71\u306b\u3082\u5bfe\u5fdc\u3067\u304d\u307e\u3059\u3002** answer \u30e1\u30bd\u30c3\u30c9\u306f\u3001\u524d\u306e\u56de\u7b54\u306e\u30bb\u30c3\u30b7\u30e7\u30f3\u3092\u6e21\u3059\u3068\u3001\u7d9a\u304d\u306e\u8cea\u554f\u3068\u3057\u3066\u6271\u3048\u307e\u3059\u3002**\u300c\u305d\u306e\u57fa\u6e96\u5024\u306f\u3044\u3064\u304b\u3089\u5909\u308f\u3063\u305f\uff1f\u300d\u306e\u3088\u3046\u306a\u7d9a\u304d\u306e\u8cea\u554f\u3092\u3001\u524d\u306e\u501f\u5165\u306e\u6587\u8108\u3067\u7b54\u3048\u3089\u308c\u307e\u3059\u3002** \u305f\u3060\u3057\u3001\u7d9a\u304d\u306e\u8cea\u554f\u3067\u3082\u7d5e\u308a\u8fbc\u307f\u306e\u6761\u4ef6\u306f\u6bce\u56de\u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u4ed8\u3051\u76f4\u3057\u307e\u3059\u3002\n\n**\u501f\u5165\u306e\u4e00\u89a7\u8868\u3068\u5951\u7d04\u66f8\u306b\u306f\u66f8\u304d\u8fbc\u307f\u307e\u305b\u3093\u3002** \u3053\u306e\u69cb\u6210\u306f\u8aad\u3080\u3060\u3051\u3067\u3001\u5951\u7d04\u306e\u60c5\u5831\u3092\u5909\u3048\u308b\u7d4c\u8def\u3092\u6301\u3061\u307e\u305b\u3093\u3002","human_review":"**\u8ca1\u52d9\u8ab2\u304c\u898b\u308b\u306e\u306f\u3001\u5f85\u3061\u884c\u5217\u306b\u5165\u3063\u305f\u3082\u306e\u3060\u3051\u3067\u3059\u3002** `answered` \u306e\u56de\u7b54\u306f\u3001\u5f15\u7528\u3057\u305f\u6761\u9805\u306e\u6587\u8a00\u3092\u8cea\u554f\u8005\u304c\u81ea\u5206\u3067\u78ba\u304b\u3081\u307e\u3059\u3002\n\n1. **`needs_review` \u306e\u3046\u3061\u3001\u5224\u65ad\u3092\u6c42\u3081\u308b\u8cea\u554f\u3092\u8ab2\u9577\u304c\u898b\u308b** \u2026 \u6761\u9805\u306e\u57fa\u6e96\u5024\u3068\u4eca\u671f\u306e\u898b\u8fbc\u307f\u3092\u7167\u3089\u3057\u3066\u7b54\u3048\u307e\u3059\n2. **\u6700\u65b0\u306e\u5909\u66f4\u5951\u7d04\u3092\u5f15\u3044\u3066\u3044\u306a\u3044\u56de\u7b54\u3092\u62c5\u5f53\u304c\u898b\u308b** \u2026 \u5909\u66f4\u5951\u7d04\u306e\u8a72\u5f53\u6761\u9805\u3092\u958b\u304d\u3001\u56de\u7b54\u3092\u76f4\u3057\u3066\u8fd4\u3057\u307e\u3059\n3. **`skipped` \u306e\u8cea\u554f\u3092\u62c5\u5f53\u304c\u898b\u308b** \u2026 \u5951\u7d04\u66f8\u306b\u8a72\u5f53\u306e\u6761\u9805\u304c\u7121\u3044\u306e\u304b\u3001\u53d6\u308a\u8fbc\u307f\u6f0f\u308c\u304b\u3001\u501f\u5165\u540d\u306e\u8f9e\u66f8\u306b\u7121\u3044\u547c\u3073\u65b9\u304b\u3092\u898b\u5206\u3051\u307e\u3059\n4. **\u76f4\u3057\u305f\u56de\u7b54\u3092\u8a18\u9332\u3059\u308b** \u2026 \u3069\u306e\u56de\u7b54\u3092\u3001\u3069\u3046\u76f4\u3057\u305f\u304b\u3092\u6b8b\u3057\u307e\u3059\n\n**3\u756a\u76ee\u306e\u898b\u5206\u3051\u304c\u3001\u3053\u306e\u69cb\u6210\u3092\u80b2\u3066\u307e\u3059\u3002** \u53d6\u308a\u8fbc\u307f\u6f0f\u308c\u306a\u3089\u6587\u66f8\u3092\u8db3\u3057\u3001\u8f9e\u66f8\u306b\u7121\u3044\u547c\u3073\u65b9\u306a\u3089\u8f9e\u66f8\u306b\u8db3\u3057\u307e\u3059\u3002**\u540c\u3058\u7406\u7531\u306e `skipped` \u304c\u7d9a\u304f\u306a\u3089\u3001\u4ed5\u7d44\u307f\u306e\u307b\u3046\u306b\u76f4\u3059\u3068\u3053\u308d\u304c\u3042\u308a\u307e\u3059\u3002**\n\n**\u76ee\u6a19\u306f\u3001120\u4ef6\u3092\u306a\u3089\u3057\u30661\u4ef610\u5206\u3067\u3059\u3002** \u8cea\u554f\u8005\u304c\u56de\u7b54\u3068\u5f15\u7528\u3092\u8aad\u3093\u3067\u78ba\u304b\u3081\u308b\u6642\u9593\u3068\u3001\u8ca1\u52d9\u8ab2\u304c\u5f85\u3061\u884c\u5217\u306e\u8cea\u554f\u306b\u7b54\u3048\u308b\u6642\u9593\u3092\u5408\u308f\u305b\u305f\u5e73\u5747\u3067\u3059\u3002","exception_handling":"| \u8d77\u304d\u308b\u3053\u3068 | \u5bfe\u5fdc |\n|:--|:--|\n| \u8cea\u554f\u306b\u501f\u5165\u306e\u540d\u524d\u304c\u7121\u3044 | \u8cea\u554f\u8005\u306e\u90e8\u7f72\u3067\u898b\u3066\u3088\u3044\u6587\u66f8\u306b\u7d5e\u3063\u3066\u7b54\u3048\u3001**\u3069\u306e\u501f\u5165\u306e\u6761\u9805\u304b\u3092\u56de\u7b54\u306b\u660e\u8a18\u3059\u308b** |\n| \u501f\u5165\u540d\u304c\u8f9e\u66f8\u306b\u7121\u3044 | \u56de\u7b54\u306e\u524d\u306b\u300c\u3069\u306e\u501f\u5165\u3067\u3059\u304b\u300d\u3068\u5019\u88dc\u3092\u6319\u3052\u3066\u805e\u304d\u8fd4\u3059 |\n| \u56de\u7b54\u304c\u4f5c\u3089\u308c\u306a\u3044\uff08\u6839\u62e0\u306e\u70b9\u6570\u304c\u4f4e\u3044\u306a\u3069\uff09 | `skipped` \u3068\u3057\u3066\u8ca1\u52d9\u8ab2\u3078\u3002**\u7406\u7531\uff08`answer_skipped_reasons`\uff09\u3092\u8a18\u9332\u3059\u308b** |\n| \u6700\u65b0\u306e\u5909\u66f4\u5951\u7d04\u3092\u5f15\u3044\u3066\u3044\u306a\u3044 | \u6ce8\u8a18\u3092\u4ed8\u3051\u3066\u8fd4\u3057\u3001\u8ca1\u52d9\u8ab2\u3078\u3082\u56de\u3059 |\n| \u5224\u65ad\u3092\u6c42\u3081\u308b\u8cea\u554f | \u6761\u9805\u306e\u5199\u3057\u3060\u3051\u3092\u8fd4\u3057\u3001\u8ab2\u9577\u3078\u56de\u3059 |\n| \u5408\u672c\u306e PDF \u304c500\u30da\u30fc\u30b8\u3092\u8d85\u3048\u308b | OCR \u306e\u89e3\u6790\u306f\u6700\u521d\u306e500\u30da\u30fc\u30b8\u307e\u3067\u3002**\u6587\u66f8\u3054\u3068\u306b\u5206\u3051\u3066\u53d6\u308a\u8fbc\u307f\u76f4\u3059** |\n| \u65b0\u3057\u3044\u5909\u66f4\u5951\u7d04\u306e\u53d6\u308a\u8fbc\u307f\u304c\u9045\u308c\u3066\u3044\u308b | \u67081\u56de\u306e\u7a81\u304d\u5408\u308f\u305b\u3067\u62fe\u3046\u3002**\u7de0\u7d50\u306e\u9031\u306b\u53d6\u308a\u8fbc\u3080\u624b\u9806\u3092\u5b88\u308b** |\n| \u5f15\u7528\u306e\u5370\u304c\u56de\u7b54\u306e\u5225\u306e\u7b87\u6240\u306b\u4ed8\u304f | \u5f15\u7528\u306e\u4f4d\u7f6e\u306f UTF-8 \u306e\u30d0\u30a4\u30c8\u5358\u4f4d\u3002**\u30d0\u30a4\u30c8\u5217\u306b\u76f4\u3057\u3066\u5207\u308a\u51fa\u3059** |\n| \u898b\u3066\u3088\u304f\u306a\u3044\u90e8\u7f72\u304b\u3089\u306e\u8cea\u554f | \u7d5e\u308a\u8fbc\u307f\u3067\u6587\u66f8\u304c0\u4ef6\u306b\u306a\u308b\u3002**\u300c\u3053\u306e\u501f\u5165\u306e\u60c5\u5831\u306f\u898b\u3089\u308c\u307e\u305b\u3093\u300d\u3068\u8fd4\u3059** |\n\n**\u4e0a\u304b\u30893\u884c\u76ee\u307e\u3067\u306f\u3001\u8cea\u554f\u306e\u4ed5\u65b9\u3068\u8f9e\u66f8\u306e\u554f\u984c\u3067\u3059\u3002** \u6700\u521d\u306e1\u304b\u6708\u306f `skipped` \u304c\u591a\u304f\u51fa\u307e\u3059\u304c\u3001\u591a\u304f\u306f\u501f\u5165\u306e\u547c\u3073\u65b9\u306e\u9055\u3044\u3067\u3059\u3002**\u8f9e\u66f8\u3092\u8db3\u3059\u3068\u3001\u76ee\u306b\u898b\u3048\u3066\u6e1b\u308a\u307e\u3059\u3002**","log_storage":"- \u8cea\u554f\u306e\u6587\u3001\u8cea\u554f\u8005\u306e\u30a2\u30ab\u30a6\u30f3\u30c8\u3068\u90e8\u7f72\u3001\u65e5\u6642\n- \u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u4ed8\u3051\u305f\u7d5e\u308a\u8fbc\u307f\u306e\u6761\u4ef6\uff08\u501f\u5165\u306e\u756a\u53f7\u3001\u898b\u3066\u3088\u3044\u90e8\u7f72\uff09\n- answer \u30e1\u30bd\u30c3\u30c9\u306e\u5fdc\u7b54\u306e\u5168\u6587\uff08\u56de\u7b54\u3001\u5f15\u7528\u3001\u6839\u62e0\u306e\u5bfe\u5fdc\u3001\u56de\u7b54\u3057\u306a\u304b\u3063\u305f\u7406\u7531\uff09\n- `latest_amendment_cited` \u3068 `judgment_requested` \u306e\u5024\n- \u8ca1\u52d9\u8ab2\u304c\u76f4\u3057\u305f\u56de\u7b54\u3068\u3001\u76f4\u3057\u305f\u4eba\u30fb\u65e5\u6642\n- **\u56de\u7b54\u306e\u3068\u304d\u306b\u30c7\u30fc\u30bf\u30b9\u30c8\u30a2\u306b\u5165\u3063\u3066\u3044\u305f\u6587\u66f8\u306e\u4e00\u89a7**\n\n**\u6700\u5f8c\u306e\u884c\u3092\u6b8b\u3059\u306e\u306f\u3001\u5909\u66f4\u5951\u7d04\u306e\u53d6\u308a\u8fbc\u307f\u304c\u9045\u308c\u3066\u3044\u305f\u671f\u9593\u3092\u5f8c\u304b\u3089\u305f\u3069\u308b\u305f\u3081\u3067\u3059\u3002** \u53d6\u308a\u8fbc\u307f\u6f0f\u308c\u304c\u898b\u3064\u304b\u3063\u305f\u3068\u304d\u3001**\u305d\u306e\u671f\u9593\u306b\u540c\u3058\u501f\u5165\u306b\u3064\u3044\u3066\u51fa\u3057\u305f\u56de\u7b54\u3092\u4e00\u89a7\u306b\u3057\u3001\u8cea\u554f\u8005\u306b\u77e5\u3089\u305b\u76f4\u305b\u307e\u3059\u3002**","implementation_level":"\u672c\u683c\u69cb\u6210","difficulty":4,"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":120,"assumption_workdays":20,"volume_month":120,"before_minutes_per_case":30,"after_minutes_per_case":10,"hourly_cost":3800,"before_hours_month":60,"after_hours_month":20,"saved_hours_month":40,"reduction_rate":67,"saved_hours_year":480,"annual_cost_effect":1824000,"summary":"\u7d4c\u7406\u30fb\u8ca1\u52d9\u306e\u62c5\u5f53\u304b\u3089\u51fa\u308b\u300c\u3053\u306e\u501f\u5165\u306e\u8ca1\u52d9\u5236\u9650\u6761\u9805\u306f\u4f55\u304b\u300d\u300c\u6c7a\u7b97\u66f8\u306f\u3044\u3064\u307e\u3067\u306b\u51fa\u3059\u306e\u304b\u300d\u300c\u3069\u3046\u306a\u308b\u3068\u671f\u9650\u306e\u5229\u76ca\u3092\u5931\u3046\u306e\u304b\u300d\u3068\u3044\u3046\u8cea\u554f\u306b\u3001\u91d1\u92ad\u6d88\u8cbb\u8cb8\u501f\u5951\u7d04\u66f8\u3068\u878d\u8cc7\u306e\u7d04\u5b9a\u66f8\u306e\u8a72\u5f53\u6761\u9805\u3092\u5f15\u7528\u3057\u3066\u30c1\u30e3\u30c3\u30c8\u3067\u7b54\u3048\u307e\u3059\u3002","before_flow":"1. \u8cea\u554f\u8005\u304c\u793e\u5185\u30c1\u30e3\u30c3\u30c8\u3067\u8ca1\u52d9\u8ab2\u306e\u62c5\u5f53\u306b\u8cea\u554f\u3059\u308b\n2. \u62c5\u5f53\u304c\u3001\u501f\u5165\u306e\u4e00\u89a7\u8868\u3067\u8a72\u5f53\u3059\u308b\u501f\u5165\u3068\u5951\u7d04\u306e\u756a\u53f7\u3092\u78ba\u304b\u3081\u308b\n3. \u30d5\u30a1\u30a4\u30eb\u30b5\u30fc\u30d0\u30fc\u304b\u3089\u5f53\u521d\u306e\u5951\u7d04\u306e PDF \u3092\u958b\u304d\u3001\u76ee\u6b21\u306e\u7121\u3044\u5951\u7d04\u66f8\u306e\u4e2d\u304b\u3089\u8a72\u5f53\u306e\u6761\u9805\u3092\u63a2\u3059\n4. \u5909\u66f4\u5951\u7d04\u3084\u899a\u66f8\u304c\u3042\u308c\u3070\u3001\u305d\u308c\u3082\u958b\u304d\u3001\u8a72\u5f53\u306e\u6761\u9805\u304c\u66f8\u304d\u63db\u3048\u3089\u308c\u3066\u3044\u306a\u3044\u304b\u3092\u78ba\u304b\u3081\u308b\n5. \u6761\u9805\u3092\u8aad\u307f\u3001\u8cea\u554f\u3078\u306e\u7b54\u3048\u3092\u6587\u7ae0\u306b\u3057\u3066\u3001\u6761\u9805\u306e\u756a\u53f7\u3092\u6dfb\u3048\u3066\u30c1\u30e3\u30c3\u30c8\u3067\u8fd4\u3059\n6. \u5224\u65ad\u304c\u8981\u308b\u8cea\u554f\uff08\u62b5\u89e6\u3057\u305d\u3046\u304b\u3001\u91d1\u878d\u6a5f\u95a2\u306b\u76f8\u8ac7\u3059\u3079\u304d\u304b\uff09\u306f\u8ab2\u9577\u306b\u56de\u3059\n\n**\uff08a\uff09\u6761\u9805\u304c\u898b\u3064\u304b\u3089\u306a\u3044\u3002** \u30b9\u30ad\u30e3\u30f3\u3057\u305f PDF \u306f\u6587\u5b57\u3067\u691c\u7d22\u3067\u304d\u307e\u305b\u3093\u3002**\u300c\u7d14\u8cc7\u7523\u300d\u306e\u6761\u9805\u3092\u63a2\u3059\u305f\u3081\u306b\u300130\u30da\u30fc\u30b8\u306e\u5951\u7d04\u66f8\u3092\u982d\u304b\u3089\u3081\u304f\u308b\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002** \u540c\u3058\u300c\u8ca1\u52d9\u5236\u9650\u6761\u9805\u300d\u3067\u3082\u3001\u5951\u7d04\u306b\u3088\u3063\u3066\u300c\u8ca1\u52d9\u7dad\u6301\u300d\u300c\u8ca1\u52d9\u6761\u9805\u300d\u300c\u9075\u5b88\u4e8b\u9805\u300d\u3068\u898b\u51fa\u3057\u304c\u9055\u3044\u307e\u3059\u3002\n\n**\uff08b\uff09\u5909\u66f4\u5951\u7d04\u3092\u898b\u843d\u3068\u3059\u3002** \u5f53\u521d\u306e\u5951\u7d04\u3067\u300c\u7d14\u8cc7\u7523\u3092\u524d\u671f\u306e75\uff05\u4ee5\u4e0a\u306b\u7dad\u6301\u300d\u3068\u3042\u3063\u3066\u3082\u30012\u5e74\u5f8c\u306e\u5909\u66f4\u5951\u7d04\u3067\u57fa\u6e96\u304c\u5909\u308f\u3063\u3066\u3044\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002**\u5909\u66f4\u5951\u7d04\u306f\u5225\u306e\u30d5\u30a1\u30a4\u30eb\u3067\u3001\u5f53\u521d\u306e\u5951\u7d04\u3092\u958b\u3044\u305f\u4eba\u306e\u76ee\u306b\u306f\u5165\u308a\u307e\u305b\u3093\u3002**\n\n**\uff08c\uff09\u8cea\u554f\u304c3\u540d\u306b\u96c6\u4e2d\u3059\u308b\u3002** \u6c7a\u7b97\u306e\u6642\u671f\u306b\u306f\u3001\u540c\u3058\u9031\u306b20\u4ef6\u4ee5\u4e0a\u306e\u8cea\u554f\u304c\u6765\u307e\u3059\u3002**\u8ca1\u52d9\u8ab2\u306e\u672c\u6765\u306e\u4ed5\u4e8b\uff08\u8cc7\u91d1\u7e70\u308a\u3001\u91d1\u878d\u6a5f\u95a2\u3068\u306e\u9762\u8ac7\uff09\u304c\u6b62\u307e\u308a\u307e\u3059\u3002**\n\n**\uff08d\uff09\u56de\u7b54\u306e\u6839\u62e0\u304c\u6b8b\u3089\u306a\u3044\u3002** \u30c1\u30e3\u30c3\u30c8\u3067\u8fd4\u3057\u305f\u7b54\u3048\u306f\u3001\u6761\u9805\u306e\u756a\u53f7\u304c\u6dfb\u3048\u3089\u308c\u3066\u3044\u3066\u3082\u3001\u3069\u306e\u7248\u306e\u5951\u7d04\u3092\u898b\u305f\u304b\u307e\u3067\u306f\u6b8b\u308a\u307e\u305b\u3093\u3002**\u5f8c\u3067\u8aa4\u308a\u304c\u5206\u304b\u3063\u305f\u3068\u304d\u3001\u3069\u306e\u7b54\u3048\u3092\u76f4\u305b\u3070\u3088\u3044\u304b\u304c\u5206\u304b\u308a\u307e\u305b\u3093\u3002**","before_flow_steps":["\u8cea\u554f\u8005\u304c\u793e\u5185\u30c1\u30e3\u30c3\u30c8\u3067\u8ca1\u52d9\u8ab2\u306e\u62c5\u5f53\u306b\u8cea\u554f\u3059\u308b","\u62c5\u5f53\u304c\u3001\u501f\u5165\u306e\u4e00\u89a7\u8868\u3067\u8a72\u5f53\u3059\u308b\u501f\u5165\u3068\u5951\u7d04\u306e\u756a\u53f7\u3092\u78ba\u304b\u3081\u308b","\u30d5\u30a1\u30a4\u30eb\u30b5\u30fc\u30d0\u30fc\u304b\u3089\u5f53\u521d\u306e\u5951\u7d04\u306e PDF \u3092\u958b\u304d\u3001\u76ee\u6b21\u306e\u7121\u3044\u5951\u7d04\u66f8\u306e\u4e2d\u304b\u3089\u8a72\u5f53\u306e\u6761\u9805\u3092\u63a2\u3059","\u5909\u66f4\u5951\u7d04\u3084\u899a\u66f8\u304c\u3042\u308c\u3070\u3001\u305d\u308c\u3082\u958b\u304d\u3001\u8a72\u5f53\u306e\u6761\u9805\u304c\u66f8\u304d\u63db\u3048\u3089\u308c\u3066\u3044\u306a\u3044\u304b\u3092\u78ba\u304b\u3081\u308b","\u6761\u9805\u3092\u8aad\u307f\u3001\u8cea\u554f\u3078\u306e\u7b54\u3048\u3092\u6587\u7ae0\u306b\u3057\u3066\u3001\u6761\u9805\u306e\u756a\u53f7\u3092\u6dfb\u3048\u3066\u30c1\u30e3\u30c3\u30c8\u3067\u8fd4\u3059","\u5224\u65ad\u304c\u8981\u308b\u8cea\u554f\uff08\u62b5\u89e6\u3057\u305d\u3046\u304b\u3001\u91d1\u878d\u6a5f\u95a2\u306b\u76f8\u8ac7\u3059\u3079\u304d\u304b\uff09\u306f\u8ab2\u9577\u306b\u56de\u3059"],"after_flow":"1. **\u3010\u4eba\u3011** \u8cea\u554f\u8005\u304c\u793e\u5185\u30c1\u30e3\u30c3\u30c8\u306e\u30dc\u30c3\u30c8\u306b\u8cea\u554f\u3059\u308b\u3002\u501f\u5165\u306e\u540d\u524d\u304b\u91d1\u878d\u6a5f\u95a2\u306e\u540d\u524d\u3092\u6dfb\u3048\u308b\n2. **\u3010\u81ea\u52d5\u3011** \u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u3001\u8cea\u554f\u8005\u306e\u90e8\u7f72\u3067\u898b\u3066\u3088\u3044\u501f\u5165\u304b\u3092\u78ba\u304b\u3081\u3001\u8a72\u5f53\u3059\u308b\u501f\u5165\u306e\u6587\u66f8\u306b\u7d5e\u308a\u8fbc\u3080\u6761\u4ef6\u3092\u4f5c\u308b\n3. **\u3010\u81ea\u52d5\u3011** Vertex AI Search\uff08Agent Search\uff09\u306e answer \u30e1\u30bd\u30c3\u30c9\u304c\u3001\u6761\u4ef6\u306b\u5408\u3046\u5951\u7d04\u66f8\u304b\u3089\u6761\u9805\u3092\u63a2\u3057\u3001\u5f15\u7528\u4ed8\u304d\u306e\u56de\u7b54\u3092\u4f5c\u308b\n4. **\u3010\u81ea\u52d5\u3011** \u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u3001\u5f15\u7528\u3057\u305f\u6587\u66f8\u306b\u6700\u65b0\u306e\u5909\u66f4\u5951\u7d04\u304c\u542b\u307e\u308c\u3066\u3044\u308b\u304b\u3092\u78ba\u304b\u3081\u308b\n5. **\u3010\u81ea\u52d5\u3011** \u56de\u7b54\u30fb\u5f15\u7528\u3057\u305f\u6761\u9805\u30fb\u5951\u7d04\u306e\u7248\u3092\u30c1\u30e3\u30c3\u30c8\u306b\u8fd4\u3059\n6. **\u3010\u81ea\u52d5\u3011** \u56de\u7b54\u304c\u4f5c\u3089\u308c\u306a\u304b\u3063\u305f\u8cea\u554f\u3068\u3001\u5224\u65ad\u3092\u6c42\u3081\u308b\u8cea\u554f\u3092\u8ca1\u52d9\u8ab2\u306e\u5f85\u3061\u884c\u5217\u306b\u5165\u308c\u308b\n7. **\u3010\u4eba\u3011** \u8ca1\u52d9\u8ab2\u306e\u62c5\u5f53\u304c\u3001\u5f85\u3061\u884c\u5217\u306e\u8cea\u554f\u3068\u3001\u5909\u66f4\u5951\u7d04\u306e\u78ba\u8a8d\u3067\u5370\u306e\u4ed8\u3044\u305f\u56de\u7b54\u3060\u3051\u3092\u898b\u308b\n8. **\u3010\u4eba\u3011** \u5224\u65ad\u304c\u8981\u308b\u3082\u306e\u306f\u8ab2\u9577\u304c\u7b54\u3048\u308b\n\n**4\u756a\u76ee\u304c\u3001\u3053\u306e\u8a2d\u8a08\u306e\u8981\u3067\u3059\u3002** answer \u30e1\u30bd\u30c3\u30c9\u306f\u3001\u8cea\u554f\u306b\u8fd1\u3044\u6761\u9805\u3092\u63a2\u3057\u3066\u7b54\u3048\u307e\u3059\u3002**\u8fd1\u3044\u306e\u304c\u5f53\u521d\u306e\u5951\u7d04\u306e\u6761\u9805\u3067\u3001\u5909\u66f4\u5951\u7d04\u306e\u307b\u3046\u304c\u9060\u3051\u308c\u3070\u3001\u5f53\u521d\u306e\u6761\u9805\u3067\u7b54\u3048\u3066\u3057\u307e\u3044\u307e\u3059\u3002** \u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u3001\u501f\u5165\u3054\u3068\u306e\u6587\u66f8\u306e\u4e00\u89a7\u3068\u7167\u3089\u3057\u3001**\u6700\u65b0\u306e\u5909\u66f4\u5951\u7d04\u3092\u5f15\u3044\u3066\u3044\u306a\u3044\u56de\u7b54\u306b\u306f\u5370\u3092\u4ed8\u3051\u3066\u3001\u8ca1\u52d9\u8ab2\u306b\u56de\u3057\u307e\u3059\u3002**\n\n**7\u756a\u76ee\u3067\u8ca1\u52d9\u8ab2\u304c\u898b\u308b\u306e\u306f\u3001\u5168\u4f53\u306e\u4e00\u90e8\u3067\u3059\u3002** \u5951\u7d04\u66f8\u306b\u66f8\u304b\u308c\u3066\u3044\u308b\u3053\u3068\u3092\u78ba\u304b\u3081\u308b\u3060\u3051\u306e\u8cea\u554f\u306f\u3001\u5f15\u7528\u4ed8\u304d\u306e\u56de\u7b54\u3067\u8cea\u554f\u8005\u304c\u81ea\u5206\u3067\u78ba\u304b\u3081\u3089\u308c\u307e\u3059\u3002","after_flow_steps":["**\u3010\u4eba\u3011** \u8cea\u554f\u8005\u304c\u793e\u5185\u30c1\u30e3\u30c3\u30c8\u306e\u30dc\u30c3\u30c8\u306b\u8cea\u554f\u3059\u308b\u3002\u501f\u5165\u306e\u540d\u524d\u304b\u91d1\u878d\u6a5f\u95a2\u306e\u540d\u524d\u3092\u6dfb\u3048\u308b","**\u3010\u81ea\u52d5\u3011** \u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u3001\u8cea\u554f\u8005\u306e\u90e8\u7f72\u3067\u898b\u3066\u3088\u3044\u501f\u5165\u304b\u3092\u78ba\u304b\u3081\u3001\u8a72\u5f53\u3059\u308b\u501f\u5165\u306e\u6587\u66f8\u306b\u7d5e\u308a\u8fbc\u3080\u6761\u4ef6\u3092\u4f5c\u308b","**\u3010\u81ea\u52d5\u3011** Vertex AI Search\uff08Agent Search\uff09\u306e answer \u30e1\u30bd\u30c3\u30c9\u304c\u3001\u6761\u4ef6\u306b\u5408\u3046\u5951\u7d04\u66f8\u304b\u3089\u6761\u9805\u3092\u63a2\u3057\u3001\u5f15\u7528\u4ed8\u304d\u306e\u56de\u7b54\u3092\u4f5c\u308b","**\u3010\u81ea\u52d5\u3011** \u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u3001\u5f15\u7528\u3057\u305f\u6587\u66f8\u306b\u6700\u65b0\u306e\u5909\u66f4\u5951\u7d04\u304c\u542b\u307e\u308c\u3066\u3044\u308b\u304b\u3092\u78ba\u304b\u3081\u308b","**\u3010\u81ea\u52d5\u3011** \u56de\u7b54\u30fb\u5f15\u7528\u3057\u305f\u6761\u9805\u30fb\u5951\u7d04\u306e\u7248\u3092\u30c1\u30e3\u30c3\u30c8\u306b\u8fd4\u3059","**\u3010\u81ea\u52d5\u3011** \u56de\u7b54\u304c\u4f5c\u3089\u308c\u306a\u304b\u3063\u305f\u8cea\u554f\u3068\u3001\u5224\u65ad\u3092\u6c42\u3081\u308b\u8cea\u554f\u3092\u8ca1\u52d9\u8ab2\u306e\u5f85\u3061\u884c\u5217\u306b\u5165\u308c\u308b","**\u3010\u4eba\u3011** \u8ca1\u52d9\u8ab2\u306e\u62c5\u5f53\u304c\u3001\u5f85\u3061\u884c\u5217\u306e\u8cea\u554f\u3068\u3001\u5909\u66f4\u5951\u7d04\u306e\u78ba\u8a8d\u3067\u5370\u306e\u4ed8\u3044\u305f\u56de\u7b54\u3060\u3051\u3092\u898b\u308b","**\u3010\u4eba\u3011** \u5224\u65ad\u304c\u8981\u308b\u3082\u306e\u306f\u8ab2\u9577\u304c\u7b54\u3048\u308b"],"architecture":"```\n\u8cea\u554f\u8005\uff08\u7d4c\u7406\u30fb\u8ca1\u52d9\u30fb\u7d4c\u55b6\u4f01\u753b\u30fb\u5b50\u4f1a\u793e\u306e\u7d4c\u7406\uff09\n   \u2502  \u793e\u5185\u30c1\u30e3\u30c3\u30c8\u306e\u30dc\u30c3\u30c8\u306b\u8cea\u554f\n   \u25bc\u3010\u30c8\u30ea\u30ac\u30fc\u3011\u30c1\u30e3\u30c3\u30c8\u3078\u306e\u6295\u7a3f\n\u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0\uff08Cloud Run\uff09\n   \u251c\u2500\u2500\u25b6 \u8cea\u554f\u8005\u306e\u90e8\u7f72\u3068\u898b\u3066\u3088\u3044\u501f\u5165\u306e\u78ba\u8a8d\n   \u251c\u2500\u2500\u25b6 \u501f\u5165\u540d\u30fb\u91d1\u878d\u6a5f\u95a2\u540d\u304b\u3089\u7d5e\u308a\u8fbc\u307f\u306e\u6761\u4ef6\u3092\u4f5c\u308b\n   \u25bc\nVertex AI Search\uff08Agent Search\uff09\u306e answer \u30e1\u30bd\u30c3\u30c9\n   \u2502   \u30ec\u30a4\u30a2\u30a6\u30c8\u306e\u89e3\u6790\u3068\u5206\u5272\u3092\u3057\u305f\u5951\u7d04\u66f8\u304b\u3089\u6761\u9805\u3092\u63a2\u3057\u3001\u5f15\u7528\u4ed8\u304d\u3067\u56de\u7b54\n   \u25bc\n\u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0 \u2500\u2500 \u6700\u65b0\u306e\u5909\u66f4\u5951\u7d04\u3092\u5f15\u3044\u3066\u3044\u308b\u304b\u306e\u78ba\u8a8d\u3001\u5224\u65ad\u3092\u6c42\u3081\u308b\u8cea\u554f\u306e\u632f\u308a\u5206\u3051\n   \u251c\u2500\u2500\u25b6 \u30c1\u30e3\u30c3\u30c8\u3078\u56de\u7b54\uff08\u5f15\u7528\u3057\u305f\u6761\u9805\u3001\u5951\u7d04\u306e\u7248\uff09\n   \u2514\u2500\u2500\u25b6 \u8ca1\u52d9\u8ab2\u306e\u5f85\u3061\u884c\u5217\uff08\u56de\u7b54\u3067\u304d\u306a\u304b\u3063\u305f\u8cea\u554f\u3001\u5370\u306e\u4ed8\u3044\u305f\u56de\u7b54\uff09\n```\n\n| \u5f79\u5272 | \u60f3\u5b9a\u3059\u308b\u88fd\u54c1 | \u4ee3\u66ff\u5019\u88dc |\n|:--|:--|:--|\n| \u691c\u7d22\u57fa\u76e4 | Vertex AI Search\uff08Agent Search\uff09\u306e answer \u30e1\u30bd\u30c3\u30c9 | Azure AI Search\u3001Amazon OpenSearch Service |\n| \u751f\u6210AI | Gemini\uff08answer \u30e1\u30bd\u30c3\u30c9\u306e\u56de\u7b54\u306e\u751f\u6210\u306b\u4f7f\u3046\u30e2\u30c7\u30eb\uff09 | \u2500 |\n| \u9023\u643a | \u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0\uff08Cloud Run \u3067\u52d5\u304b\u3057\u3001\u30c1\u30e3\u30c3\u30c8\u30fb\u691c\u7d22\u30fb\u5f85\u3061\u884c\u5217\u3092\u3064\u306a\u3050\uff09 | Cloud Functions |\n| \u4fdd\u7ba1 | Cloud Storage\uff08\u5951\u7d04\u66f8\u3068\u30e1\u30bf\u30c7\u30fc\u30bf\uff09\u3001BigQuery\uff08\u8cea\u554f\u3068\u56de\u7b54\u306e\u8a18\u9332\uff09 | \u2500 |\n\n**\u501f\u5165\u306e\u4e00\u89a7\u8868\u306f\u3001\u65b0\u3057\u304f\u8db3\u3059\u3082\u306e\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002** \u3044\u307e\u306e\u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8\u306b\u3001**\u501f\u5165\u3054\u3068\u306e\u6587\u66f8\u306e\u4e00\u89a7\uff08\u5f53\u521d\u306e\u5951\u7d04\u3001\u5909\u66f4\u5951\u7d04\u3001\u899a\u66f8\u3068\u3001\u305d\u308c\u305e\u308c\u306e\u7de0\u7d50\u65e5\u30fb\u52b9\u529b\u767a\u751f\u65e5\uff09**\u3092\u8db3\u3059\u306e\u304c\u6700\u521d\u306e\u6e96\u5099\u3067\u3059\u3002\u3053\u306e\u4e00\u89a7\u304c\u3001\u7b2c5\u7ae0\u306e4\u756a\u76ee\u306e\u78ba\u8a8d\u306e\u5143\u306b\u306a\u308a\u307e\u3059\u3002\n\n**\u571f\u53f0\u306f\u3001Vertex AI Search\uff08Agent Search \u3078\u6539\u79f0\u4e2d\uff09\u306e answer \u30e1\u30bd\u30c3\u30c9\u3067\u3059\u3002** \u8cea\u554f\u306e\u8a00\u3044\u63db\u3048\u3001\u691c\u7d22\u3001\u56de\u7b54\u306e\u751f\u6210\u30921\u56de\u306e\u547c\u3073\u51fa\u3057\u3067\u884c\u3044\u3001\u56de\u7b54\u306b\u5f15\u7528\uff08\u3069\u306e\u6587\u66f8\u306e\u3069\u3053\u3092\u6839\u62e0\u306b\u3057\u305f\u304b\uff09\u3092\u4ed8\u3051\u3089\u308c\u307e\u3059\u3002**\u691c\u7d22\u306e\u7d50\u679c\u306f\u65e2\u5b9a\u306710\u4ef6\u3001\u6700\u592725\u4ef6\u307e\u3067\u56de\u7b54\u306e\u6750\u6599\u306b\u3067\u304d\u307e\u3059\u3002**\n\n**\u30b9\u30ad\u30e3\u30f3\u3057\u305f\u5951\u7d04\u66f8\u3092\u8aad\u3081\u308b\u306e\u306f\u3001\u6587\u66f8\u306e\u89e3\u6790\u306e\u6a5f\u80fd\u304c\u3042\u308b\u304b\u3089\u3067\u3059\u3002** Agent Search \u306b\u306f\u3001\u30c7\u30b8\u30bf\u30eb\u306e\u89e3\u6790\u3001PDF \u5411\u3051\u306e OCR \u306e\u89e3\u6790\u3001\u30ec\u30a4\u30a2\u30a6\u30c8\u306e\u89e3\u6790\u304c\u3042\u308a\u3001**\u30ec\u30a4\u30a2\u30a6\u30c8\u306e\u89e3\u6790\u306f\u898b\u51fa\u3057\u30fb\u6bb5\u843d\u30fb\u8868\u30fb\u30ea\u30b9\u30c8\u3092\u691c\u51fa\u3057\u3066\u3001\u6587\u66f8\u3092\u610f\u5473\u306e\u307e\u3068\u307e\u308a\u3067\u5206\u5272\u3057\u307e\u3059\u3002** OCR \u306e\u89e3\u6790\u306f PDF \u306e\u6700\u521d\u306e500\u30da\u30fc\u30b8\u307e\u3067\u3092\u51e6\u7406\u3057\u307e\u3059\u3002\n\n**\u5206\u5272\uff08\u30c1\u30e3\u30f3\u30af\uff09\u306e\u5927\u304d\u3055\u306f100\u301c500\u30c8\u30fc\u30af\u30f3\u3067\u6307\u5b9a\u3067\u304d\u3001\u65e2\u5b9a\u306f500\u3067\u3059\u3002** \u898b\u51fa\u3057\u3092\u5404\u30c1\u30e3\u30f3\u30af\u306b\u542b\u3081\u308b\u8a2d\u5b9a\uff08`includeAncestorHeadings`\uff09\u3082\u9078\u3079\u307e\u3059\u3002**\u5951\u7d04\u66f8\u3067\u306f\u3001\u6761\u306e\u898b\u51fa\u3057\u304c\u4ed8\u3044\u3066\u3044\u306a\u3044\u3068\u300c\u7b2c12\u6761 \u8ca1\u52d9\u5236\u9650\u6761\u9805\u300d\u306e\u7b2c3\u9805\u304c\u3001\u3069\u306e\u6761\u306e\u4e00\u90e8\u306a\u306e\u304b\u5206\u304b\u3089\u306a\u304f\u306a\u308a\u307e\u3059\u3002** \u3053\u306e\u8a2d\u5b9a\u306f\u6709\u52b9\u306b\u3057\u307e\u3059\u3002","implementation_steps":"### \u30c8\u30ea\u30ac\u30fc\n\n**\u793e\u5185\u30c1\u30e3\u30c3\u30c8\u306e\u30dc\u30c3\u30c8\u3078\u306e\u6295\u7a3f\u3092\u8d77\u70b9\u306b\u3057\u307e\u3059\u3002** \u8cea\u554f\u306f\u601d\u3044\u7acb\u3063\u305f\u3068\u304d\u306b\u6765\u308b\u306e\u3067\u3001\u5f85\u305f\u305b\u305a\u306b\u305d\u306e\u5834\u3067\u7b54\u3048\u307e\u3059\u3002\u30c1\u30e3\u30c3\u30c8\u306e\u30dc\u30c3\u30c8\u304b\u3089\u306e\u901a\u77e5\u3092\u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u53d7\u3051\u3001\u56de\u7b54\u3092\u540c\u3058\u30b9\u30ec\u30c3\u30c9\u306b\u8fd4\u3057\u307e\u3059\u3002\n\n\u3082\u30461\u3064\u306e\u8d77\u70b9\u306f\u3001**\u5951\u7d04\u66f8\u306e\u8ffd\u52a0**\u3067\u3059\u3002\u65b0\u3057\u3044\u501f\u5165\u3084\u5909\u66f4\u5951\u7d04\u3092\u7de0\u7d50\u3057\u305f\u3089\u3001\u8ca1\u52d9\u8ab2\u304c PDF \u3068\u6587\u66f8\u306e\u4e00\u89a7\u3092 Cloud Storage \u306b\u7f6e\u304d\u307e\u3059\u3002**\u7f6e\u3044\u305f\u3042\u3068\u3001\u30c7\u30fc\u30bf\u30b9\u30c8\u30a2\u306b\u53d6\u308a\u8fbc\u307f\u76f4\u3059\u51e6\u7406\u3092\u52d5\u304b\u3057\u307e\u3059\u3002** \u5909\u66f4\u5951\u7d04\u306e\u53d6\u308a\u8fbc\u307f\u304c\u9045\u308c\u308b\u3068\u3001\u305d\u306e\u9593\u306e\u56de\u7b54\u306f\u53e4\u3044\u6761\u9805\u3092\u5f15\u304f\u306e\u3067\u3001**\u7de0\u7d50\u3057\u305f\u9031\u306e\u3046\u3061\u306b\u53d6\u308a\u8fbc\u3080\u3053\u3068\u3092\u8ca1\u52d9\u8ab2\u306e\u624b\u9806\u306b\u5165\u308c\u307e\u3059\u3002**\n\n\u6708\u306b1\u56de\u3001**\u501f\u5165\u306e\u4e00\u89a7\u8868\u3068\u3001\u30c7\u30fc\u30bf\u30b9\u30c8\u30a2\u306b\u5165\u3063\u3066\u3044\u308b\u6587\u66f8\u306e\u4e00\u89a7\u3092\u7a81\u304d\u5408\u308f\u305b\u307e\u3059\u3002** \u4e00\u89a7\u8868\u306b\u3042\u308b\u306e\u306b\u30c7\u30fc\u30bf\u30b9\u30c8\u30a2\u306b\u7121\u3044\u6587\u66f8\u304c\u3042\u308c\u3070\u3001\u53d6\u308a\u8fbc\u307f\u6f0f\u308c\u3067\u3059\u3002\n\n### \u5165\u529b\u30c7\u30fc\u30bf\n\n| \u30c7\u30fc\u30bf | \u4e2d\u8eab | \u53d6\u5f97\u5143 |\n|:--|:--|:--|\n| \u8cea\u554f | \u8cea\u554f\u306e\u6587\u3001\u8cea\u554f\u8005\u306e\u30a2\u30ab\u30a6\u30f3\u30c8\u3068\u90e8\u7f72\u3001\u30c1\u30e3\u30c3\u30c8\u306e\u30b9\u30ec\u30c3\u30c9 | \u793e\u5185\u30c1\u30e3\u30c3\u30c8 |\n| \u5951\u7d04\u66f8 | \u5f53\u521d\u306e\u5951\u7d04\u3001\u5909\u66f4\u5951\u7d04\u3001\u899a\u66f8\u3001\u9280\u884c\u53d6\u5f15\u7d04\u5b9a\u66f8\uff08\u30b9\u30ad\u30e3\u30f3\u3057\u305f PDF\uff09 | Cloud Storage |\n| \u6587\u66f8\u306e\u30e1\u30bf\u30c7\u30fc\u30bf | \u501f\u5165\u306e\u756a\u53f7\u3001\u91d1\u878d\u6a5f\u95a2\u3001\u6587\u66f8\u306e\u7a2e\u985e\u3001\u7de0\u7d50\u65e5\u3001\u52b9\u529b\u767a\u751f\u65e5\u3001**\u7f6e\u304d\u63db\u3048\u3089\u308c\u305f\u6761\u9805\u306e\u6709\u7121**\u3001\u898b\u3066\u3088\u3044\u90e8\u7f72 | \u6587\u66f8\u3054\u3068\u306e\u30e1\u30bf\u30c7\u30fc\u30bf |\n| \u501f\u5165\u306e\u6587\u66f8\u306e\u4e00\u89a7 | \u501f\u5165\u3054\u3068\u306e\u6587\u66f8\u306e\u4e26\u3073\u3068\u3001\u6700\u65b0\u306e\u5909\u66f4\u5951\u7d04 | \u501f\u5165\u306e\u4e00\u89a7\u8868 |\n\n**\u8cea\u3092\u6c7a\u3081\u308b\u306e\u306f\u3001\u30e1\u30bf\u30c7\u30fc\u30bf\u306e\u300c\u7f6e\u304d\u63db\u3048\u3089\u308c\u305f\u6761\u9805\u306e\u6709\u7121\u300d\u3068\u300c\u898b\u3066\u3088\u3044\u90e8\u7f72\u300d\u3067\u3059\u3002** \u524d\u8005\u304c\u7121\u3051\u308c\u3070\u3001\u5909\u66f4\u524d\u306e\u6761\u9805\u3067\u7b54\u3048\u307e\u3059\u3002\u5f8c\u8005\u304c\u7121\u3051\u308c\u3070\u3001\u5b50\u4f1a\u793e\u306e\u7d4c\u7406\u306b\u89aa\u4f1a\u793e\u306e\u30b7\u30f3\u30b8\u30b1\u30fc\u30c8\u30ed\u30fc\u30f3\u306e\u6761\u4ef6\u304c\u898b\u3048\u3066\u3057\u307e\u3044\u307e\u3059\u3002\n\n**\u30e1\u30bf\u30c7\u30fc\u30bf\u306f\u3001\u6587\u66f8\u3092\u53d6\u308a\u8fbc\u3080\u3068\u304d\u306b JSON \u3067\u4e00\u7dd2\u306b\u6e21\u3057\u307e\u3059\u3002** \u501f\u5165\u306e\u756a\u53f7\u3068\u91d1\u878d\u6a5f\u95a2\u306f\u3001\u7d5e\u308a\u8fbc\u307f\u306b\u4f7f\u3048\u308b\u3088\u3046\u306b\u300c\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u306b\u4f7f\u3046\uff08indexable\uff09\u300d\u9805\u76ee\u306b\u8a2d\u5b9a\u3057\u307e\u3059\u3002\n\n### \u30c7\u30fc\u30bf\u306e\u53d6\u5f97\u65b9\u6cd5\n\n| \u53d6\u308b\u3082\u306e | \u3069\u3053\u304b\u3089 | \u3069\u3046\u53d6\u308b\u304b |\n|:--|:--|:--|\n| \u8cea\u554f\u8005\u306e\u90e8\u7f72 | \u793e\u5185\u306e\u30a2\u30ab\u30a6\u30f3\u30c8\u60c5\u5831 | \u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u8cea\u554f\u8005\u306e\u30a2\u30ab\u30a6\u30f3\u30c8\u304b\u3089\u5f15\u304f |\n| \u5bfe\u8c61\u306e\u501f\u5165 | \u8cea\u554f\u306e\u6587\u3068\u501f\u5165\u306e\u4e00\u89a7\u8868 | \u501f\u5165\u540d\u30fb\u91d1\u878d\u6a5f\u95a2\u540d\u306e\u4e00\u89a7\u3068\u7167\u3089\u3057\u3066\u501f\u5165\u306e\u756a\u53f7\u3092\u6c7a\u3081\u308b |\n| \u6761\u9805\u3068\u56de\u7b54 | answer \u30e1\u30bd\u30c3\u30c9 | `searchSpec` \u306e `filter` \u3067\u501f\u5165\u306e\u756a\u53f7\u3092\u7d5e\u308a\u3001\u5f15\u7528\u4ed8\u304d\u3067\u56de\u7b54\u3092\u4f5c\u308b |\n| \u5f15\u7528\u306e\u4f4d\u7f6e | answer \u30e1\u30bd\u30c3\u30c9\u306e\u5fdc\u7b54 | \u5f15\u7528\uff08citations\uff09\u3068\u6839\u62e0\u306e\u5bfe\u5fdc\uff08groundingSupports\uff09 |\n\n**\u7d5e\u308a\u8fbc\u307f\u306f\u3001\u30e1\u30bf\u30c7\u30fc\u30bf\u306e\u30d5\u30a3\u30eb\u30bf\u3067\u884c\u3044\u307e\u3059\u3002** \u305f\u3068\u3048\u3070 `loan_id: ANY(\"SL-2024-01\")` \u306e\u3088\u3046\u306b\u3001\u30c6\u30ad\u30b9\u30c8\u306e\u9805\u76ee\u304c\u6307\u5b9a\u3057\u305f\u5024\u306e\u3069\u308c\u304b\u306b\u4e00\u81f4\u3059\u308b\u6587\u66f8\u3060\u3051\u3092\u5bfe\u8c61\u306b\u3067\u304d\u307e\u3059\u3002**\u8cea\u554f\u306e\u6587\u306b\u501f\u5165\u306e\u540d\u524d\u304c\u7121\u3044\u3068\u304d\u306f\u3001\u501f\u5165\u306e\u756a\u53f7\u3067\u7d5e\u3089\u305a\u3001\u8cea\u554f\u8005\u306e\u90e8\u7f72\u3067\u898b\u3066\u3088\u3044\u6587\u66f8\u3060\u3051\u306b\u7d5e\u308a\u307e\u3059\u3002**\n\n\u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0\u304c answer \u30e1\u30bd\u30c3\u30c9\u306b\u9001\u308b\u8981\u6c42\u306f\u3001\u304a\u304a\u3080\u306d\u6b21\u306e\u5f62\u306b\u306a\u308a\u307e\u3059\uff08`:answer` \u306e\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u306b POST \u3057\u307e\u3059\uff09\u3002\n\n```json\n{\n  \"query\": { \"text\": \"SL-2024-01 \u306e\u7d14\u8cc7\u7523\u306e\u7dad\u6301\u306e\u57fa\u6e96\u306f\uff1f\" },\n  \"session\": \"\",\n  \"searchSpec\": {\n    \"searchParams\": {\n      \"filter\": \"loan_id: ANY(\\\"SL-2024-01\\\") AND allowed_dept: ANY(\\\"accounting\\\")\",\n      \"maxReturnResults\": 10\n    }\n  },\n  \"queryUnderstandingSpec\": {\n    \"queryClassificationSpec\": {\n      \"types\": [\"ADVERSARIAL_QUERY\", \"NON_ANSWER_SEEKING_QUERY\"]\n    }\n  },\n  \"groundingSpec\": { \"filteringLevel\": \"FILTERING_LEVEL_HIGH\" },\n  \"answerGenerationSpec\": {\n    \"includeCitations\": true,\n    \"ignoreAdversarialQuery\": true,\n    \"ignoreNonAnswerSeekingQuery\": true,\n    \"promptSpec\": { \"preamble\": \"\uff08\u6b21\u306e\u300c\u30d7\u30ed\u30f3\u30d7\u30c8\u307e\u305f\u306f\u6307\u793a\u5185\u5bb9\u306e\u4f8b\u300d\uff09\" }\n  }\n}\n```\n\n**`filter` \u306f\u8cea\u554f\u8005\u304c\u66f8\u304d\u63db\u3048\u3089\u308c\u306a\u3044\u5834\u6240\u3067\u4f5c\u308a\u307e\u3059\u3002** \u8cea\u554f\u306e\u6587\u306b\u300c\u5168\u90e8\u306e\u501f\u5165\u306b\u3064\u3044\u3066\u300d\u3068\u66f8\u304b\u308c\u3066\u3044\u3066\u3082\u3001`allowed_dept` \u306e\u6761\u4ef6\u306f\u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u5fc5\u305a\u4ed8\u3051\u307e\u3059\u3002**\u8cea\u554f\u306e\u6587\u304b\u3089\u7d5e\u308a\u8fbc\u307f\u306e\u6761\u4ef6\u3092\u7d44\u307f\u7acb\u3066\u308b\u3068\u3001\u8cea\u554f\u306e\u66f8\u304d\u65b9\u3057\u3060\u3044\u3067\u6a29\u9650\u304c\u5916\u308c\u307e\u3059\u3002**\n\n**\u898b\u3066\u3088\u3044\u6587\u66f8\u306e\u7d5e\u308a\u8fbc\u307f\u3092\u3001\u30e1\u30bf\u30c7\u30fc\u30bf\u306e\u30d5\u30a3\u30eb\u30bf\u3067\u884c\u3046\u306e\u306f\u7406\u7531\u304c\u3042\u308a\u307e\u3059\u3002** Agent Search \u306b\u306f\u3001Cloud Storage \u306a\u3069\u306e\u5143\u306e\u6a29\u9650\u306b\u5f93\u3063\u3066\u691c\u7d22\u7d50\u679c\u3092\u7d5e\u308b\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u306e\u30a2\u30af\u30bb\u30b9\u5236\u5fa1\u304c\u3042\u308a\u307e\u3059\u304c\u3001**\u3053\u306e\u6a5f\u80fd\u306f\u30d7\u30ec\u30d3\u30e5\u30fc\uff08Pre-GA\uff09\u3067\u3059\u3002** \u6b63\u5f0f\u306a\u63d0\u4f9b\u306b\u306a\u308b\u307e\u3067\u306f\u3001\u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u8cea\u554f\u8005\u306e\u90e8\u7f72\u304b\u3089\u7d5e\u308a\u8fbc\u307f\u306e\u6761\u4ef6\u3092\u4f5c\u308b\u5f62\u306b\u3057\u307e\u3059\u3002\n\n**\u5f15\u7528\u306e\u4f4d\u7f6e\u306f\u3001UTF-8 \u306e\u30d0\u30a4\u30c8\u6570\u3067\u8fd4\u308a\u307e\u3059\u3002** \u56de\u7b54\u306e\u6587\u4e2d\u306e\u5f15\u7528\u306e\u958b\u59cb\u3068\u7d42\u4e86\u306e\u4f4d\u7f6e\uff08`startIndex`\uff0f`endIndex`\uff09\u306f\u3001\u6587\u5b57\u6570\u3067\u306f\u306a\u304f\u30d0\u30a4\u30c8\u6570\u3067\u3059\u3002**\u65e5\u672c\u8a9e\u306f1\u6587\u5b57\u304c3\u30d0\u30a4\u30c8\u306a\u306e\u3067\u3001\u6587\u5b57\u6570\u3068\u3057\u3066\u6271\u3046\u3068\u3001\u5f15\u7528\u306e\u5370\u304c\u56de\u7b54\u306e\u5225\u306e\u7b87\u6240\u306b\u4ed8\u304d\u307e\u3059\u3002** \u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0\u3067\u30d0\u30a4\u30c8\u5217\u306b\u76f4\u3057\u3066\u304b\u3089\u5207\u308a\u51fa\u3057\u307e\u3059\u3002\n\n### \u524d\u51e6\u7406\n\n1. **\u5951\u7d04\u66f8\u306e\u89e3\u6790\u306e\u8a2d\u5b9a** \u2026 \u30c7\u30fc\u30bf\u30b9\u30c8\u30a2\u3092\u4f5c\u308b\u3068\u304d\u306b\u3001\u30ec\u30a4\u30a2\u30a6\u30c8\u306e\u89e3\u6790\u3092\u6307\u5b9a\u3057\u3001\u30c1\u30e3\u30f3\u30af\u306e\u5927\u304d\u3055\u3092500\u3001\u898b\u51fa\u3057\u3092\u542b\u3081\u308b\u8a2d\u5b9a\u3092\u6709\u52b9\u306b\u3057\u307e\u3059\n2. **\u6587\u66f8\u306e\u5206\u3051\u65b9** \u2026 \u5f53\u521d\u306e\u5951\u7d04\u3068\u5909\u66f4\u5951\u7d04\u30921\u3064\u306e PDF \u306b\u307e\u3068\u3081\u305a\u3001**\u6587\u66f8\u3054\u3068\u306b\u5225\u306e\u30d5\u30a1\u30a4\u30eb**\u306b\u3057\u307e\u3059\u3002\u7248\u306e\u533a\u5225\u306e\u305f\u3081\u3067\u3059\n3. **\u30e1\u30bf\u30c7\u30fc\u30bf\u306e\u4ed8\u4e0e** \u2026 \u501f\u5165\u306e\u756a\u53f7\u3001\u91d1\u878d\u6a5f\u95a2\u3001\u6587\u66f8\u306e\u7a2e\u985e\u3001\u7de0\u7d50\u65e5\u3001\u52b9\u529b\u767a\u751f\u65e5\u3001\u7f6e\u304d\u63db\u3048\u305f\u6761\u9805\u3001\u898b\u3066\u3088\u3044\u90e8\u7f72\u3092 JSON \u3067\u4ed8\u3051\u307e\u3059\n4. **\u30da\u30fc\u30b8\u6570\u306e\u78ba\u8a8d** \u2026 OCR \u306e\u89e3\u6790\u306f PDF \u306e\u6700\u521d\u306e500\u30da\u30fc\u30b8\u307e\u3067\u3002**\u5408\u672c\u306b\u3057\u305f\u5951\u7d04\u66f8\u306f\u5206\u3051\u307e\u3059**\n5. **\u501f\u5165\u540d\u306e\u8f9e\u66f8** \u2026 \u793e\u5185\u3067\u306e\u547c\u3073\u65b9\uff08\u300cA\u884c\u306e\u30b7\u30fb\u30ed\u30fc\u30f3\u300d\u300c\u8a2d\u5099\u8cc7\u91d1\u306e2\u53f7\u300d\uff09\u3068\u501f\u5165\u306e\u756a\u53f7\u306e\u5bfe\u5fdc\u8868\u3092\u4f5c\u308a\u307e\u3059\n6. **\u8cea\u554f\u306e\u5206\u985e\u306e\u6e96\u5099** \u2026 \u5224\u65ad\u3092\u6c42\u3081\u308b\u8a00\u3044\u65b9\uff08\u300c\u62b5\u89e6\u3059\u308b\u304b\u300d\u300c\u5927\u4e08\u592b\u304b\u300d\u300c\u76f8\u8ac7\u3059\u3079\u304d\u304b\u300d\uff09\u306e\u4e00\u89a7\u3092\u4f5c\u308a\u3001\u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0\u3067\u5370\u3092\u4ed8\u3051\u307e\u3059\n\n3\u756a\u76ee\u306e\u30e1\u30bf\u30c7\u30fc\u30bf\u306f\u3001\u6587\u66f8\u3054\u3068\u306b\u6b21\u306e\u3088\u3046\u306a\u5185\u5bb9\u306b\u3057\u307e\u3059\u3002\n\n```json\n{\n  \"doc_id\": \"SL-2024-01-A02\",\n  \"loan_id\": \"SL-2024-01\",\n  \"lender\": \"\u5e79\u4e8b\u884c\u3068\u53c2\u52a0\u884c\uff08\u30b7\u30f3\u30b8\u30b1\u30fc\u30c8\u30ed\u30fc\u30f3\uff09\",\n  \"doc_type\": \"amendment\",\n  \"amendment_no\": 2,\n  \"signed_date\": \"2026-03-27\",\n  \"effective_date\": \"2026-04-01\",\n  \"replaces_clauses\": [\"\u7b2c18\u6761\u7b2c2\u9805\", \"\u7b2c21\u6761\u7b2c1\u9805\"],\n  \"allowed_dept\": [\"finance\", \"accounting\", \"corporate_planning\"]\n}\n```\n\n**`replaces_clauses` \u306f\u3001\u5909\u66f4\u5951\u7d04\u3092\u8aad\u3093\u3067\u4eba\u304c\u4ed8\u3051\u307e\u3059\u3002** \u3069\u306e\u6761\u9805\u3092\u7f6e\u304d\u63db\u3048\u305f\u304b\u306f\u5909\u66f4\u5951\u7d04\u306e\u5192\u982d\u306b\u66f8\u304b\u308c\u3066\u3044\u308b\u3053\u3068\u304c\u591a\u304f\u30011\u672c\u3042\u305f\u308a\u6570\u5206\u3067\u4ed8\u3051\u3089\u308c\u307e\u3059\u3002**\u3053\u308c\u304c\u3042\u308b\u3068\u3001\u7248\u306e\u78ba\u8a8d\u3067\u300c\u3053\u306e\u6761\u9805\u306f\u5909\u66f4\u3055\u308c\u3066\u3044\u308b\u300d\u3068\u6761\u9805\u306e\u5358\u4f4d\u3067\u6ce8\u8a18\u3067\u304d\u307e\u3059\u3002**\n\n**5\u756a\u76ee\u3092\u8efd\u304f\u898b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u793e\u5185\u306e\u8cea\u554f\u306f\u3001\u5951\u7d04\u66f8\u306e\u6b63\u5f0f\u306a\u540d\u524d\u3067\u306f\u6765\u307e\u305b\u3093\u3002**\u300c\u8a2d\u5099\u8cc7\u91d1\u306e2\u53f7\u300d\u304b\u3089\u501f\u5165\u306e\u756a\u53f7\u304c\u5f15\u3051\u306a\u3044\u3068\u3001\u7d5e\u308a\u8fbc\u307f\u304c\u52b9\u304b\u305a\u3001\u5168\u90e8\u306e\u501f\u5165\u306e\u6761\u9805\u304c\u6df7\u3056\u3063\u305f\u56de\u7b54\u306b\u306a\u308a\u307e\u3059\u3002**\n\n**6\u756a\u76ee\u306f\u3001answer \u30e1\u30bd\u30c3\u30c9\u306e\u5206\u985e\u3068\u306f\u5225\u306b\u6301\u3061\u307e\u3059\u3002** answer \u30e1\u30bd\u30c3\u30c9\u306b\u306f\u3001\u6575\u5bfe\u7684\u306a\u8cea\u554f\u3068\u3001\u7b54\u3048\u3092\u6c42\u3081\u3066\u3044\u306a\u3044\u8cea\u554f\u3092\u5206\u985e\u3059\u308b\u6a5f\u80fd\u304c\u3042\u308a\u307e\u3059\u3002**\u300c\u62b5\u89e6\u3057\u305d\u3046\u304b\u300d\u306f\u7b54\u3048\u3092\u6c42\u3081\u308b\u8cea\u554f\u306a\u306e\u3067\u3001\u3053\u306e\u5206\u985e\u3067\u306f\u6b62\u307e\u308a\u307e\u305b\u3093\u3002** \u81ea\u793e\u3067\u5370\u3092\u4ed8\u3051\u307e\u3059\u3002\n\n### AI\u306b\u4f55\u3092\u3055\u305b\u308b\u306e\u304b\n\n**\u3055\u305b\u308b\u306e\u306f\u3001\u6761\u4ef6\u306b\u5408\u3046\u5951\u7d04\u66f8\u304b\u3089\u6761\u9805\u3092\u63a2\u3057\u3001\u305d\u306e\u6761\u9805\u306b\u66f8\u304b\u308c\u3066\u3044\u308b\u3053\u3068\u3092\u3001\u5f15\u7528\u3092\u4ed8\u3051\u3066\u7b54\u3048\u308b\u3053\u3068\u3067\u3059\u3002**\n\n| \u3055\u305b\u308b\u3053\u3068 | \u4e2d\u8eab |\n|:--|:--|\n| \u6761\u9805\u306e\u691c\u7d22 | \u8cea\u554f\u306b\u5408\u3046\u6761\u9805\u3092\u3001\u7d5e\u308a\u8fbc\u3093\u3060\u501f\u5165\u306e\u6587\u66f8\u304b\u3089\u63a2\u3059 |\n| \u6761\u9805\u306e\u8981\u7d04 | \u57fa\u6e96\u5024\u3001\u671f\u9650\u3001\u5bfe\u8c61\u3001\u4f8b\u5916\u3092\u3001\u6761\u9805\u306e\u6587\u8a00\u306b\u6cbf\u3063\u3066\u66f8\u304f |\n| \u5f15\u7528 | \u56de\u7b54\u306e\u5404\u6587\u306b\u3001\u6839\u62e0\u306b\u3057\u305f\u6587\u66f8\u3068\u7b87\u6240\u3092\u4ed8\u3051\u308b |\n| \u7248\u306e\u660e\u793a | \u3069\u306e\u6587\u66f8\uff08\u5f53\u521d\u306e\u5951\u7d04\u3001\u7b2c\u4f55\u56de\u306e\u5909\u66f4\u5951\u7d04\uff09\u3092\u5f15\u3044\u305f\u304b\u3092\u66f8\u304f |\n\n| \u3055\u305b\u306a\u3044\u3053\u3068 | \u7406\u7531 |\n|:--|:--|\n| \u62b5\u89e6\u3059\u308b\u304b\u306e\u5224\u5b9a | \u6570\u5024\u3068\u306e\u7167\u5408\u3068\u5224\u65ad\u306f\u8ca1\u52d9\u8ab2\u3002**\u6839\u62e0\u306e\u7121\u3044\u5b89\u5fc3\u3092\u4e0e\u3048\u308b** |\n| \u91d1\u878d\u6a5f\u95a2\u3078\u306e\u76f8\u8ac7\u306e\u8981\u5426 | \u7d4c\u55b6\u306e\u5224\u65ad |\n| \u6761\u9805\u306e\u89e3\u91c8\u306e\u88dc\u8db3 | \u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u3053\u3068\u3092\u8db3\u3059\u3068\u3001\u5951\u7d04\u306e\u5185\u5bb9\u306b\u898b\u3048\u308b |\n| \u5951\u7d04\u66f8\u306b\u7121\u3044\u4e00\u822c\u8ad6\u3067\u306e\u56de\u7b54 | \u300c\u4e00\u822c\u7684\u306b\u306f\u300d\u3067\u7b54\u3048\u308b\u3068\u3001\u81ea\u793e\u306e\u5951\u7d04\u3068\u6df7\u3056\u308b |\n| \u53e4\u3044\u7248\u3067\u306e\u56de\u7b54\u306e\u65ad\u5b9a | \u6700\u65b0\u306e\u5909\u66f4\u5951\u7d04\u3092\u5f15\u3051\u306a\u304b\u3063\u305f\u3068\u304d\u306f\u3001\u305d\u3046\u66f8\u304f |\n\n**1\u884c\u76ee\u304c\u3044\u3061\u3070\u3093\u6c42\u3081\u3089\u308c\u3001\u3044\u3061\u3070\u3093\u5371\u306a\u3044\u7b54\u3048\u3067\u3059\u3002** \u8cea\u554f\u8005\u304c\u672c\u5f53\u306b\u77e5\u308a\u305f\u3044\u306e\u306f\u300c\u5927\u4e08\u592b\u304b\u300d\u3067\u3042\u308b\u3053\u3068\u304c\u591a\u3044\u306e\u3067\u3059\u304c\u3001**\u6761\u9805\u306e\u57fa\u6e96\u5024\u3068\u4eca\u671f\u306e\u6570\u5024\u3092\u7167\u3089\u3059\u306e\u306f\u3001\u6c7a\u7b97\u306e\u6570\u5024\u304c\u78ba\u5b9a\u3057\u305f\u5f8c\u306e\u8ca1\u52d9\u8ab2\u306e\u4ed5\u4e8b\u3067\u3059\u3002** \u56de\u7b54\u306f\u6761\u9805\u306e\u5199\u3057\u307e\u3067\u306b\u7559\u3081\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`\uff08\u56de\u7b54\u306e\u751f\u6210\u3078\u306e\u6307\u793a\uff09\u306b\u6b21\u306e\u5185\u5bb9\u3092\u5165\u308c\u307e\u3059\u3002\n\n```\n\u3042\u306a\u305f\u306f\u8ca1\u52d9\u90e8\u304c\u7528\u610f\u3057\u305f\u3001\u501f\u5165\u306e\u5951\u7d04\u66f8\u306e\u5185\u5bb9\u3092\u7b54\u3048\u308b\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\u3067\u3059\u3002\n\u7b54\u3048\u306e\u6839\u62e0\u306f\u3001\u691c\u7d22\u3067\u898b\u3064\u304b\u3063\u305f\u5951\u7d04\u66f8\u306e\u6761\u9805\u3060\u3051\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u7b54\u3048\u65b9\u3011\n- \u6700\u521d\u306b\u7d50\u8ad6\u30921\u301c2\u6587\u3067\u66f8\u304d\u3001\u305d\u306e\u3042\u3068\u306b\u6761\u9805\u306e\u6587\u8a00\u306b\u6cbf\u3063\u3066\n  \u57fa\u6e96\u5024\u30fb\u671f\u9650\u30fb\u5bfe\u8c61\u30fb\u4f8b\u5916\u3092\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n- \u91d1\u984d\u30fb\u6bd4\u7387\u30fb\u65e5\u6570\u30fb\u671f\u9650\u306f\u3001\u5951\u7d04\u66f8\u306e\u6587\u8a00\u306e\u307e\u307e\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n  \u63db\u7b97\u3084\u8a00\u3044\u63db\u3048\u3092\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u3069\u306e\u6587\u66f8\u306e\u3001\u3069\u306e\u6761\u9805\u3092\u6839\u62e0\u306b\u3057\u305f\u304b\u3092\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n  \u5f53\u521d\u306e\u5951\u7d04\u304b\u3001\u7b2c\u4f55\u56de\u306e\u5909\u66f4\u5951\u7d04\u304b\u3082\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n- \u540c\u3058\u6761\u9805\u306b\u3064\u3044\u3066\u3001\u5f53\u521d\u306e\u5951\u7d04\u3068\u5909\u66f4\u5951\u7d04\u306e\u4e21\u65b9\u304c\u898b\u3064\u304b\u3063\u305f\u5834\u5408\u306f\u3001\n  \u52b9\u529b\u767a\u751f\u65e5\u306e\u65b0\u3057\u3044\u307b\u3046\u3067\u7b54\u3048\u3001\u5909\u66f4\u524d\u306e\u5185\u5bb9\u3082\u4f75\u8a18\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u7b54\u3048\u306a\u3044\u3053\u3068\u3011\n- \u8ca1\u52d9\u5236\u9650\u6761\u9805\u306b\u62b5\u89e6\u3059\u308b\u304b\u3069\u3046\u304b\u3001\u62b5\u89e6\u3057\u305d\u3046\u304b\u3069\u3046\u304b\u306f\u7b54\u3048\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n  \u300c\u8ca1\u52d9\u8ab2\u306b\u78ba\u8a8d\u3057\u3066\u304f\u3060\u3055\u3044\u300d\u3068\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n- \u91d1\u878d\u6a5f\u95a2\u306b\u76f8\u8ac7\u3059\u3079\u304d\u304b\u3069\u3046\u304b\u306f\u7b54\u3048\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u5951\u7d04\u66f8\u306b\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u3053\u3068\u3092\u3001\u4e00\u822c\u8ad6\u3067\u88dc\u308f\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n  \u898b\u3064\u304b\u3089\u306a\u3044\u5834\u5408\u306f\u300c\u5951\u7d04\u66f8\u304b\u3089\u8a72\u5f53\u306e\u6761\u9805\u304c\u898b\u3064\u304b\u308a\u307e\u305b\u3093\u3067\u3057\u305f\u300d\u3068\u7b54\u3048\u3066\u304f\u3060\u3055\u3044\u3002\n- \u6761\u9805\u306e\u610f\u5473\u3092\u63a8\u6e2c\u3067\u88dc\u8db3\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n```\n\n**\u300c\u4e21\u65b9\u304c\u898b\u3064\u304b\u3063\u305f\u5834\u5408\u306f\u65b0\u3057\u3044\u307b\u3046\u3067\u7b54\u3048\u3001\u5909\u66f4\u524d\u3082\u4f75\u8a18\u300d\u304c\u8981\u70b9\u3067\u3059\u3002** \u4f75\u8a18\u3055\u305b\u308b\u3068\u3001\u8cea\u554f\u8005\u306f\u6761\u4ef6\u304c\u5909\u308f\u3063\u305f\u3053\u3068\u306b\u3082\u6c17\u3065\u3051\u307e\u3059\u3002**\u305f\u3060\u3057\u3001\u5909\u66f4\u5951\u7d04\u304c\u691c\u7d22\u3067\u898b\u3064\u304b\u3089\u306a\u3051\u308c\u3070\u3001\u3053\u306e\u6307\u793a\u306f\u52b9\u304d\u307e\u305b\u3093\u3002** \u305d\u306e\u305f\u3081\u306e\u78ba\u8a8d\u3092\u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0\u306b\u7f6e\u304d\u307e\u3059\uff08\u7b2c5\u7ae0\u306e4\u756a\u76ee\uff09\u3002\n\n**\u6839\u62e0\u306e\u5f31\u3044\u56de\u7b54\u3092\u51fa\u3055\u306a\u3044\u8a2d\u5b9a\u3082\u4f7f\u3044\u307e\u3059\u3002** `groundingSpec` \u306e `filteringLevel` \u3092 `FILTERING_LEVEL_HIGH` \u306b\u3059\u308b\u3068\u3001\u6839\u62e0\u306e\u652f\u6301\u306e\u70b9\u6570\u304c\u4f4e\u3044\u56de\u7b54\u306f\u8fd4\u3089\u306a\u304f\u306a\u308a\u307e\u3059\u3002**\u8fd4\u3089\u306a\u304b\u3063\u305f\u8cea\u554f\u306f\u3001\u8ca1\u52d9\u8ab2\u306e\u5f85\u3061\u884c\u5217\u306b\u5165\u308c\u307e\u3059\u3002**\n\n### \u51fa\u529b\u5f62\u5f0f\n\n**answer \u30e1\u30bd\u30c3\u30c9\u306e\u5fdc\u7b54\u304b\u3089\u3001\u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u6b21\u306e\u5f62\u306b\u7d44\u307f\u76f4\u3057\u3066\u30c1\u30e3\u30c3\u30c8\u306b\u8fd4\u3057\u3001\u8a18\u9332\u306b\u3082\u6b8b\u3057\u307e\u3059\u3002**\n\n```json\n{\n  \"question_id\": \"\",\n  \"loan_id\": \"\",\n  \"answer_text\": \"\",\n  \"state\": \"answered | skipped | needs_review\",\n  \"skipped_reason\": \"\",\n  \"citations\": [\n    {\n      \"doc_id\": \"\",\n      \"doc_type\": \"original | amendment | memorandum\",\n      \"amendment_no\": 0,\n      \"effective_date\": \"\",\n      \"excerpt\": \"\"\n    }\n  ],\n  \"latest_amendment_cited\": true,\n  \"judgment_requested\": false\n}\n```\n\n**1\u3064\u76ee\u306e\u7406\u7531\u306f\u3001`state` \u3067\u632f\u308a\u5206\u3051\u3092\u6c7a\u3081\u3089\u308c\u308b\u3053\u3068\u3067\u3059\u3002** `answered` \u306f\u305d\u306e\u307e\u307e\u8fd4\u3057\u3001`skipped` \u3068 `needs_review` \u306f\u8ca1\u52d9\u8ab2\u306e\u5f85\u3061\u884c\u5217\u306b\u5165\u308c\u307e\u3059\u3002\n\n| \u72b6\u614b | \u3069\u3046\u3044\u3046\u3068\u304d\u304b | \u6271\u3044 |\n|:--|:--|:--|\n| `answered` | \u56de\u7b54\u304c\u3042\u308a\u3001\u6700\u65b0\u306e\u5909\u66f4\u5951\u7d04\u3092\u5f15\u3044\u3066\u3044\u308b | \u8cea\u554f\u8005\u306b\u8fd4\u3059 |\n| `skipped` | answer \u30e1\u30bd\u30c3\u30c9\u304c\u56de\u7b54\u3092\u4f5c\u3089\u306a\u304b\u3063\u305f\uff08\u6839\u62e0\u306e\u70b9\u6570\u304c\u4f4e\u3044\u3001\u7b54\u3048\u3092\u6c42\u3081\u3066\u3044\u306a\u3044\u8cea\u554f\u306a\u3069\uff09 | \u8ca1\u52d9\u8ab2\u3078 |\n| `needs_review` | \u6700\u65b0\u306e\u5909\u66f4\u5951\u7d04\u3092\u5f15\u3044\u3066\u3044\u306a\u3044\u3001\u307e\u305f\u306f\u5224\u65ad\u3092\u6c42\u3081\u308b\u8cea\u554f | \u56de\u7b54\u306b\u6ce8\u8a18\u3092\u4ed8\u3051\u3066\u8fd4\u3057\u3001\u8ca1\u52d9\u8ab2\u3078\u3082\u56de\u3059 |\n\n**2\u3064\u76ee\u306f\u3001`latest_amendment_cited` \u3067\u7248\u306e\u78ba\u8a8d\u3092\u6a5f\u68b0\u306b\u3055\u305b\u3089\u308c\u308b\u3053\u3068\u3067\u3059\u3002** \u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0\u306f\u3001\u501f\u5165\u306e\u6587\u66f8\u306e\u4e00\u89a7\u304b\u3089\u6700\u65b0\u306e\u5909\u66f4\u5951\u7d04\u3092\u5f15\u304d\u3001`citations` \u306e\u4e2d\u306b\u3042\u308b\u304b\u3092\u898b\u307e\u3059\u3002**\u7121\u3051\u308c\u3070 false \u306b\u3057\u3001\u56de\u7b54\u306b\u300c\u6700\u65b0\u306e\u5909\u66f4\u5951\u7d04\u3067\u5909\u308f\u3063\u3066\u3044\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u300d\u3068\u4ed8\u3051\u307e\u3059\u3002**\n\n**3\u3064\u76ee\u306f\u3001`excerpt` \u3067\u8cea\u554f\u8005\u304c\u81ea\u5206\u3067\u78ba\u304b\u3081\u3089\u308c\u308b\u3053\u3068\u3067\u3059\u3002** \u5f15\u7528\u3057\u305f\u6761\u9805\u306e\u6587\u8a00\u305d\u306e\u3082\u306e\u3092\u56de\u7b54\u306e\u4e0b\u306b\u4e26\u3079\u307e\u3059\u3002**\u56de\u7b54\u306e\u6587\u3068\u6761\u9805\u306e\u6587\u8a00\u304c\u98df\u3044\u9055\u3063\u3066\u3044\u308c\u3070\u3001\u8cea\u554f\u8005\u304c\u6c17\u3065\u3051\u307e\u3059\u3002**\n\n### \u30b7\u30b9\u30c6\u30e0\u9023\u643a\n\n| \u3064\u306a\u304e\u5148 | \u65b9\u5f0f | \u5185\u5bb9 |\n|:--|:--|:--|\n| \u793e\u5185\u30c1\u30e3\u30c3\u30c8 | \u30dc\u30c3\u30c8\u306e\u901a\u77e5\u3068\u8fd4\u4fe1 | \u8cea\u554f\u3092\u53d7\u3051\u3001\u56de\u7b54\u3092\u540c\u3058\u30b9\u30ec\u30c3\u30c9\u306b\u8fd4\u3059 |\n| \u793e\u5185\u306e\u30a2\u30ab\u30a6\u30f3\u30c8\u60c5\u5831 | \u8aad\u307f\u53d6\u308a | \u8cea\u554f\u8005\u306e\u90e8\u7f72\u3092\u5f15\u304f |\n| Vertex AI Search | answer \u30e1\u30bd\u30c3\u30c9 | \u7d5e\u308a\u8fbc\u3093\u3060\u6587\u66f8\u304b\u3089\u6761\u9805\u3092\u63a2\u3057\u3001\u5f15\u7528\u4ed8\u304d\u3067\u56de\u7b54\u3059\u308b |\n| \u501f\u5165\u306e\u4e00\u89a7\u8868 | \u8aad\u307f\u53d6\u308a | \u501f\u5165\u540d\u306e\u8f9e\u66f8\u3068\u3001\u501f\u5165\u3054\u3068\u306e\u6587\u66f8\u306e\u4e00\u89a7 |\n| \u8ca1\u52d9\u8ab2\u306e\u5f85\u3061\u884c\u5217 | \u66f8\u304d\u8fbc\u307f | \u56de\u7b54\u3067\u304d\u306a\u304b\u3063\u305f\u8cea\u554f\u3068\u3001\u5370\u306e\u4ed8\u3044\u305f\u56de\u7b54 |\n| BigQuery | \u66f8\u304d\u8fbc\u307f | \u8cea\u554f\u30fb\u56de\u7b54\u30fb\u5f15\u7528\u30fb\u72b6\u614b\u306e\u8a18\u9332 |\n\n**\u8907\u6570\u306e\u5f80\u5fa9\u306e\u4f1a\u8a71\u306b\u3082\u5bfe\u5fdc\u3067\u304d\u307e\u3059\u3002** answer \u30e1\u30bd\u30c3\u30c9\u306f\u3001\u524d\u306e\u56de\u7b54\u306e\u30bb\u30c3\u30b7\u30e7\u30f3\u3092\u6e21\u3059\u3068\u3001\u7d9a\u304d\u306e\u8cea\u554f\u3068\u3057\u3066\u6271\u3048\u307e\u3059\u3002**\u300c\u305d\u306e\u57fa\u6e96\u5024\u306f\u3044\u3064\u304b\u3089\u5909\u308f\u3063\u305f\uff1f\u300d\u306e\u3088\u3046\u306a\u7d9a\u304d\u306e\u8cea\u554f\u3092\u3001\u524d\u306e\u501f\u5165\u306e\u6587\u8108\u3067\u7b54\u3048\u3089\u308c\u307e\u3059\u3002** \u305f\u3060\u3057\u3001\u7d9a\u304d\u306e\u8cea\u554f\u3067\u3082\u7d5e\u308a\u8fbc\u307f\u306e\u6761\u4ef6\u306f\u6bce\u56de\u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u4ed8\u3051\u76f4\u3057\u307e\u3059\u3002\n\n**\u501f\u5165\u306e\u4e00\u89a7\u8868\u3068\u5951\u7d04\u66f8\u306b\u306f\u66f8\u304d\u8fbc\u307f\u307e\u305b\u3093\u3002** \u3053\u306e\u69cb\u6210\u306f\u8aad\u3080\u3060\u3051\u3067\u3001\u5951\u7d04\u306e\u60c5\u5831\u3092\u5909\u3048\u308b\u7d4c\u8def\u3092\u6301\u3061\u307e\u305b\u3093\u3002\n\n### \u4eba\u9593\u306e\u78ba\u8a8d\n\n**\u8ca1\u52d9\u8ab2\u304c\u898b\u308b\u306e\u306f\u3001\u5f85\u3061\u884c\u5217\u306b\u5165\u3063\u305f\u3082\u306e\u3060\u3051\u3067\u3059\u3002** `answered` \u306e\u56de\u7b54\u306f\u3001\u5f15\u7528\u3057\u305f\u6761\u9805\u306e\u6587\u8a00\u3092\u8cea\u554f\u8005\u304c\u81ea\u5206\u3067\u78ba\u304b\u3081\u307e\u3059\u3002\n\n1. **`needs_review` \u306e\u3046\u3061\u3001\u5224\u65ad\u3092\u6c42\u3081\u308b\u8cea\u554f\u3092\u8ab2\u9577\u304c\u898b\u308b** \u2026 \u6761\u9805\u306e\u57fa\u6e96\u5024\u3068\u4eca\u671f\u306e\u898b\u8fbc\u307f\u3092\u7167\u3089\u3057\u3066\u7b54\u3048\u307e\u3059\n2. **\u6700\u65b0\u306e\u5909\u66f4\u5951\u7d04\u3092\u5f15\u3044\u3066\u3044\u306a\u3044\u56de\u7b54\u3092\u62c5\u5f53\u304c\u898b\u308b** \u2026 \u5909\u66f4\u5951\u7d04\u306e\u8a72\u5f53\u6761\u9805\u3092\u958b\u304d\u3001\u56de\u7b54\u3092\u76f4\u3057\u3066\u8fd4\u3057\u307e\u3059\n3. **`skipped` \u306e\u8cea\u554f\u3092\u62c5\u5f53\u304c\u898b\u308b** \u2026 \u5951\u7d04\u66f8\u306b\u8a72\u5f53\u306e\u6761\u9805\u304c\u7121\u3044\u306e\u304b\u3001\u53d6\u308a\u8fbc\u307f\u6f0f\u308c\u304b\u3001\u501f\u5165\u540d\u306e\u8f9e\u66f8\u306b\u7121\u3044\u547c\u3073\u65b9\u304b\u3092\u898b\u5206\u3051\u307e\u3059\n4. **\u76f4\u3057\u305f\u56de\u7b54\u3092\u8a18\u9332\u3059\u308b** \u2026 \u3069\u306e\u56de\u7b54\u3092\u3001\u3069\u3046\u76f4\u3057\u305f\u304b\u3092\u6b8b\u3057\u307e\u3059\n\n**3\u756a\u76ee\u306e\u898b\u5206\u3051\u304c\u3001\u3053\u306e\u69cb\u6210\u3092\u80b2\u3066\u307e\u3059\u3002** \u53d6\u308a\u8fbc\u307f\u6f0f\u308c\u306a\u3089\u6587\u66f8\u3092\u8db3\u3057\u3001\u8f9e\u66f8\u306b\u7121\u3044\u547c\u3073\u65b9\u306a\u3089\u8f9e\u66f8\u306b\u8db3\u3057\u307e\u3059\u3002**\u540c\u3058\u7406\u7531\u306e `skipped` \u304c\u7d9a\u304f\u306a\u3089\u3001\u4ed5\u7d44\u307f\u306e\u307b\u3046\u306b\u76f4\u3059\u3068\u3053\u308d\u304c\u3042\u308a\u307e\u3059\u3002**\n\n**\u76ee\u6a19\u306f\u3001120\u4ef6\u3092\u306a\u3089\u3057\u30661\u4ef610\u5206\u3067\u3059\u3002** \u8cea\u554f\u8005\u304c\u56de\u7b54\u3068\u5f15\u7528\u3092\u8aad\u3093\u3067\u78ba\u304b\u3081\u308b\u6642\u9593\u3068\u3001\u8ca1\u52d9\u8ab2\u304c\u5f85\u3061\u884c\u5217\u306e\u8cea\u554f\u306b\u7b54\u3048\u308b\u6642\u9593\u3092\u5408\u308f\u305b\u305f\u5e73\u5747\u3067\u3059\u3002\n\n### \u4f8b\u5916\u51e6\u7406\n\n| \u8d77\u304d\u308b\u3053\u3068 | \u5bfe\u5fdc |\n|:--|:--|\n| \u8cea\u554f\u306b\u501f\u5165\u306e\u540d\u524d\u304c\u7121\u3044 | \u8cea\u554f\u8005\u306e\u90e8\u7f72\u3067\u898b\u3066\u3088\u3044\u6587\u66f8\u306b\u7d5e\u3063\u3066\u7b54\u3048\u3001**\u3069\u306e\u501f\u5165\u306e\u6761\u9805\u304b\u3092\u56de\u7b54\u306b\u660e\u8a18\u3059\u308b** |\n| \u501f\u5165\u540d\u304c\u8f9e\u66f8\u306b\u7121\u3044 | \u56de\u7b54\u306e\u524d\u306b\u300c\u3069\u306e\u501f\u5165\u3067\u3059\u304b\u300d\u3068\u5019\u88dc\u3092\u6319\u3052\u3066\u805e\u304d\u8fd4\u3059 |\n| \u56de\u7b54\u304c\u4f5c\u3089\u308c\u306a\u3044\uff08\u6839\u62e0\u306e\u70b9\u6570\u304c\u4f4e\u3044\u306a\u3069\uff09 | `skipped` \u3068\u3057\u3066\u8ca1\u52d9\u8ab2\u3078\u3002**\u7406\u7531\uff08`answer_skipped_reasons`\uff09\u3092\u8a18\u9332\u3059\u308b** |\n| \u6700\u65b0\u306e\u5909\u66f4\u5951\u7d04\u3092\u5f15\u3044\u3066\u3044\u306a\u3044 | \u6ce8\u8a18\u3092\u4ed8\u3051\u3066\u8fd4\u3057\u3001\u8ca1\u52d9\u8ab2\u3078\u3082\u56de\u3059 |\n| \u5224\u65ad\u3092\u6c42\u3081\u308b\u8cea\u554f | \u6761\u9805\u306e\u5199\u3057\u3060\u3051\u3092\u8fd4\u3057\u3001\u8ab2\u9577\u3078\u56de\u3059 |\n| \u5408\u672c\u306e PDF \u304c500\u30da\u30fc\u30b8\u3092\u8d85\u3048\u308b | OCR \u306e\u89e3\u6790\u306f\u6700\u521d\u306e500\u30da\u30fc\u30b8\u307e\u3067\u3002**\u6587\u66f8\u3054\u3068\u306b\u5206\u3051\u3066\u53d6\u308a\u8fbc\u307f\u76f4\u3059** |\n| \u65b0\u3057\u3044\u5909\u66f4\u5951\u7d04\u306e\u53d6\u308a\u8fbc\u307f\u304c\u9045\u308c\u3066\u3044\u308b | \u67081\u56de\u306e\u7a81\u304d\u5408\u308f\u305b\u3067\u62fe\u3046\u3002**\u7de0\u7d50\u306e\u9031\u306b\u53d6\u308a\u8fbc\u3080\u624b\u9806\u3092\u5b88\u308b** |\n| \u5f15\u7528\u306e\u5370\u304c\u56de\u7b54\u306e\u5225\u306e\u7b87\u6240\u306b\u4ed8\u304f | \u5f15\u7528\u306e\u4f4d\u7f6e\u306f UTF-8 \u306e\u30d0\u30a4\u30c8\u5358\u4f4d\u3002**\u30d0\u30a4\u30c8\u5217\u306b\u76f4\u3057\u3066\u5207\u308a\u51fa\u3059** |\n| \u898b\u3066\u3088\u304f\u306a\u3044\u90e8\u7f72\u304b\u3089\u306e\u8cea\u554f | \u7d5e\u308a\u8fbc\u307f\u3067\u6587\u66f8\u304c0\u4ef6\u306b\u306a\u308b\u3002**\u300c\u3053\u306e\u501f\u5165\u306e\u60c5\u5831\u306f\u898b\u3089\u308c\u307e\u305b\u3093\u300d\u3068\u8fd4\u3059** |\n\n**\u4e0a\u304b\u30893\u884c\u76ee\u307e\u3067\u306f\u3001\u8cea\u554f\u306e\u4ed5\u65b9\u3068\u8f9e\u66f8\u306e\u554f\u984c\u3067\u3059\u3002** \u6700\u521d\u306e1\u304b\u6708\u306f `skipped` \u304c\u591a\u304f\u51fa\u307e\u3059\u304c\u3001\u591a\u304f\u306f\u501f\u5165\u306e\u547c\u3073\u65b9\u306e\u9055\u3044\u3067\u3059\u3002**\u8f9e\u66f8\u3092\u8db3\u3059\u3068\u3001\u76ee\u306b\u898b\u3048\u3066\u6e1b\u308a\u307e\u3059\u3002**\n\n### \u4fdd\u5b58\u30fb\u30ed\u30b0\n\n- \u8cea\u554f\u306e\u6587\u3001\u8cea\u554f\u8005\u306e\u30a2\u30ab\u30a6\u30f3\u30c8\u3068\u90e8\u7f72\u3001\u65e5\u6642\n- \u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u4ed8\u3051\u305f\u7d5e\u308a\u8fbc\u307f\u306e\u6761\u4ef6\uff08\u501f\u5165\u306e\u756a\u53f7\u3001\u898b\u3066\u3088\u3044\u90e8\u7f72\uff09\n- answer \u30e1\u30bd\u30c3\u30c9\u306e\u5fdc\u7b54\u306e\u5168\u6587\uff08\u56de\u7b54\u3001\u5f15\u7528\u3001\u6839\u62e0\u306e\u5bfe\u5fdc\u3001\u56de\u7b54\u3057\u306a\u304b\u3063\u305f\u7406\u7531\uff09\n- `latest_amendment_cited` \u3068 `judgment_requested` \u306e\u5024\n- \u8ca1\u52d9\u8ab2\u304c\u76f4\u3057\u305f\u56de\u7b54\u3068\u3001\u76f4\u3057\u305f\u4eba\u30fb\u65e5\u6642\n- **\u56de\u7b54\u306e\u3068\u304d\u306b\u30c7\u30fc\u30bf\u30b9\u30c8\u30a2\u306b\u5165\u3063\u3066\u3044\u305f\u6587\u66f8\u306e\u4e00\u89a7**\n\n**\u6700\u5f8c\u306e\u884c\u3092\u6b8b\u3059\u306e\u306f\u3001\u5909\u66f4\u5951\u7d04\u306e\u53d6\u308a\u8fbc\u307f\u304c\u9045\u308c\u3066\u3044\u305f\u671f\u9593\u3092\u5f8c\u304b\u3089\u305f\u3069\u308b\u305f\u3081\u3067\u3059\u3002** \u53d6\u308a\u8fbc\u307f\u6f0f\u308c\u304c\u898b\u3064\u304b\u3063\u305f\u3068\u304d\u3001**\u305d\u306e\u671f\u9593\u306b\u540c\u3058\u501f\u5165\u306b\u3064\u3044\u3066\u51fa\u3057\u305f\u56de\u7b54\u3092\u4e00\u89a7\u306b\u3057\u3001\u8cea\u554f\u8005\u306b\u77e5\u3089\u305b\u76f4\u305b\u307e\u3059\u3002**","minimal_setup":"1. \u501f\u5165\u30921\u672c\u9078\u3076\uff08**\u5909\u66f4\u5951\u7d04\u304c2\u56de\u4ee5\u4e0a\u3042\u308b\u3082\u306e**\u3092\u9078\u3076\uff09\n2. \u305d\u306e\u501f\u5165\u306e\u5f53\u521d\u306e\u5951\u7d04\u3068\u5909\u66f4\u5951\u7d04\u306e PDF \u3092\u96c6\u3081\u3001\u6587\u5b57\u306e\u53d6\u308c\u308b\u5f62\u306b\u3059\u308b\n3. \u904e\u53bb3\u304b\u6708\u306b\u8ca1\u52d9\u8ab2\u306b\u6765\u305f\u8cea\u554f\u306e\u3046\u3061\u3001\u305d\u306e\u501f\u5165\u306b\u3064\u3044\u3066\u306e\u8cea\u554f\u309210\u4ef6\u66f8\u304d\u51fa\u3057\u3001\u8ca1\u52d9\u8ab2\u304c\u8fd4\u3057\u305f\u7b54\u3048\u3082\u66f8\u304d\u51fa\u3059\n4. \u624b\u5143\u306eAI\u30b5\u30fc\u30d3\u30b9\u306b\u5951\u7d04\u66f8\u3092\u6e21\u3057\u300110\u4ef6\u306e\u8cea\u554f\u30921\u4ef6\u305a\u3064\u805e\u304f\u3002\u300c\u5951\u7d04\u66f8\u306e\u6761\u9805\u3092\u5f15\u7528\u3057\u3066\u7b54\u3048\u3001\u5f53\u521d\u306e\u5951\u7d04\u304b\u5909\u66f4\u5951\u7d04\u304b\u3092\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\u62b5\u89e6\u3059\u308b\u304b\u3069\u3046\u304b\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\u8ca1\u52d9\u8ab2\u304c\u8fd4\u3057\u305f\u7b54\u3048\u3068\u6bd4\u3079\u308b\n\n**10\u4ef6\u306f\u5fc5\u305a\u3084\u3063\u3066\u304f\u3060\u3055\u3044\u3002** \u691c\u7d22\u306e\u4ed5\u7d44\u307f\u3092\u4f5c\u308b\u524d\u306b\u3001**\u300c\u5951\u7d04\u66f8\u304c\u8aad\u3081\u308c\u3070\u3001\u6761\u9805\u3092\u5f15\u7528\u3057\u3066\u7b54\u3048\u3089\u308c\u308b\u306e\u304b\u300d\u3068\u300c\u5909\u66f4\u5951\u7d04\u3092\u512a\u5148\u3067\u304d\u308b\u306e\u304b\u300d\u3092\u78ba\u304b\u3081\u307e\u3059\u3002**\n\n| \u51fa\u3066\u304d\u305f\u5185\u5bb9 | \u5224\u65ad |\n|:--|:--|\n| \u8ca1\u52d9\u8ab2\u3068\u540c\u3058\u7b54\u3048\u304c\u3001\u540c\u3058\u6761\u9805\u306e\u5f15\u7528\u3067\u51fa\u305f | **\u30c7\u30fc\u30bf\u30b9\u30c8\u30a2\u306e\u69cb\u7bc9\u306b\u9032\u3080** |\n| \u5f53\u521d\u306e\u5951\u7d04\u306e\u57fa\u6e96\u5024\u3067\u7b54\u3048\u305f | \u5909\u66f4\u5951\u7d04\u306e\u6271\u3044\u3092\u6307\u793a\u3067\u5f37\u3081\u308b\u3002**\u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0\u3067\u306e\u7248\u306e\u78ba\u8a8d\u304c\u5fc5\u9808\u3060\u3068\u5206\u304b\u308b** |\n| \u62b5\u89e6\u3059\u308b\u304b\u3069\u3046\u304b\u307e\u3067\u7b54\u3048\u305f | \u6307\u793a\u3067\u7981\u3058\u3001**\u5224\u65ad\u3092\u6c42\u3081\u308b\u8cea\u554f\u306e\u5370\u3092\u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0\u3067\u4ed8\u3051\u308b** |\n| \u30b9\u30ad\u30e3\u30f3\u306e\u6587\u5b57\u304c\u8aad\u3081\u305a\u306b\u7b54\u3048\u3089\u308c\u306a\u3044 | **\u89e3\u6790\u306e\u8a2d\u5b9a\u3068\u30b9\u30ad\u30e3\u30f3\u306e\u89e3\u50cf\u5ea6\u3092\u5148\u306b\u898b\u76f4\u3059** |\n\n**\u624b\u5143\u306eAI\u30b5\u30fc\u30d3\u30b9\u306b\u5951\u7d04\u66f8\u3092\u6e21\u3059\u304b\u306f\u3001\u793e\u5185\u306e\u898f\u7a0b\u3092\u5148\u306b\u78ba\u304b\u3081\u3066\u304f\u3060\u3055\u3044\u3002** \u91d1\u878d\u6a5f\u95a2\u3068\u306e\u5951\u7d04\u306b\u306f\u5b88\u79d8\u306e\u6761\u9805\u304c\u3042\u308b\u3053\u3068\u304c\u591a\u304f\u3001\u5916\u90e8\u306e\u30b5\u30fc\u30d3\u30b9\u3067\u51e6\u7406\u3057\u3066\u3088\u3044\u304b\u306e\u78ba\u8a8d\u304c\u8981\u308a\u307e\u3059\u3002","minimal_setup_short":"1\u672c\u306e\u501f\u5165\u306e\u5951\u7d04\u66f8\u3092\u624b\u3067AI\u306e\u753b\u9762\u306b\u6e21\u3057\u3001\u8cea\u554f\u306b\u6761\u9805\u3092\u5f15\u7528\u3057\u3066\u7b54\u3048\u3055\u305b\u308b \uff0f 1\u672c\u306e\u501f\u5165\u306b\u3064\u3044\u3066\u306e\u56de\u7b54","semi_auto_setup":"\u4e0a\u8a18\uff0b\u5168\u501f\u5165\u306e\u5951\u7d04\u66f8\u3092 Agent Search \u306e\u30c7\u30fc\u30bf\u30b9\u30c8\u30a2\u306b\u5165\u308c\u3001\u8ca1\u52d9\u8ab2\u304c answer \u30e1\u30bd\u30c3\u30c9\u306e\u753b\u9762\u3067\u691c\u7d22\u3057\u3066\u7b54\u3048\u308b \uff0f \u6761\u9805\u306e\u691c\u7d22","full_setup":"\u4e0a\u8a18\uff0b\u793e\u5185\u30c1\u30e3\u30c3\u30c8\u306e\u30dc\u30c3\u30c8\u304b\u3089\u8cea\u554f\u8005\u304c\u76f4\u63a5\u805e\u304d\u3001\u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u7d5e\u308a\u8fbc\u307f\u30fb\u7248\u306e\u78ba\u8a8d\u30fb\u632f\u308a\u5206\u3051\u3092\u884c\u3046 \uff0f \u8cea\u554f\u306e\u53d7\u4ed8\u304b\u3089\u56de\u7b54\u3068\u632f\u308a\u5206\u3051\u307e\u3067","level_note":"**\u6700\u5c0f\u69cb\u6210\u3067\u306f\u3001\u501f\u5165\u3092\u9078\u3076\u306e\u304c\u4eba\u3067\u3059\u3002** 15\u672c\u306e\u501f\u5165\u304b\u3089\u8a72\u5f53\u306e\u3082\u306e\u3092\u9078\u3076\u4f5c\u696d\u306f\u6b8b\u308a\u307e\u3059\u3002**\u78ba\u304b\u3081\u308b\u305f\u3081\u306e\u6bb5\u968e\u3067\u3059\u3002**\n**\u534a\u81ea\u52d5\u5316\u3067\u30011\u4ef630\u5206\u304c15\u5206\u7a0b\u5ea6\u306b\u306a\u308a\u307e\u3059\u3002** \u6761\u9805\u3092\u63a2\u3059\u6642\u9593\u306f\u77ed\u304f\u306a\u308a\u307e\u3059\u304c\u3001\u8cea\u554f\u306f\u3053\u308c\u307e\u3067\u3069\u304a\u308a\u8ca1\u52d9\u8ab2\u3092\u901a\u308a\u307e\u3059\u3002**\u672c\u683c\u69cb\u6210\u306710\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**\u5951\u7d04\u66f8\u306b\u66f8\u304b\u308c\u3066\u3044\u308b\u3053\u3068\u3092\u78ba\u304b\u3081\u308b\u3060\u3051\u306e\u8cea\u554f\u304c\u3001\u8ca1\u52d9\u8ab2\u3092\u901a\u3089\u306a\u304f\u306a\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\u306e\u671f\u9593\u306b\u3001\u8ca1\u52d9\u8ab2\u81ea\u8eab\u304c\u691c\u7d22\u3092\u4f7f\u3044\u3001\u501f\u5165\u306e\u547c\u3073\u65b9\u306e\u8f9e\u66f8\u3068\u30e1\u30bf\u30c7\u30fc\u30bf\u306e\u4e0d\u8db3\u3092\u898b\u3064\u3051\u307e\u3059\u3002**\u8ca1\u52d9\u8ab2\u304c\u4fe1\u983c\u3067\u304d\u306a\u3044\u691c\u7d22\u3092\u3001\u8cea\u554f\u8005\u306b\u958b\u653e\u3057\u3066\u306f\u3044\u3051\u307e\u305b\u3093\u3002**","troubleshooting":"| \u554f\u984c | \u5bfe\u7b56 |\n|:--|:--|\n| \u5f53\u521d\u306e\u5951\u7d04\u306e\u57fa\u6e96\u5024\u3067\u7b54\u3048\u308b | \u6587\u66f8\u3054\u3068\u306b\u7248\u306e\u30e1\u30bf\u30c7\u30fc\u30bf\u3092\u6301\u305f\u305b\u3001**\u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0\u3067\u6700\u65b0\u306e\u5909\u66f4\u5951\u7d04\u3092\u5f15\u3044\u305f\u304b\u3092\u78ba\u304b\u3081\u308b** |\n| \u6761\u306e\u898b\u51fa\u3057\u304c\u7121\u3044\u30c1\u30e3\u30f3\u30af\u304c\u5f15\u304b\u308c\u308b | \u898b\u51fa\u3057\u3092\u5404\u30c1\u30e3\u30f3\u30af\u306b\u542b\u3081\u308b\u8a2d\u5b9a\u3092\u6709\u52b9\u306b\u3059\u308b |\n| \u30b9\u30ad\u30e3\u30f3\u306e\u5951\u7d04\u66f8\u304c\u8aad\u3081\u306a\u3044 | \u30ec\u30a4\u30a2\u30a6\u30c8\u306e\u89e3\u6790\u3092\u4f7f\u3044\u3001**\u5408\u672c\u306f500\u30da\u30fc\u30b8\u4ee5\u5185\u306e\u6587\u66f8\u3054\u3068\u306b\u5206\u3051\u308b** |\n| \u793e\u5185\u306e\u547c\u3073\u65b9\u3067\u501f\u5165\u304c\u7279\u5b9a\u3067\u304d\u306a\u3044 | \u501f\u5165\u540d\u306e\u8f9e\u66f8\u3092\u4f5c\u308a\u3001`skipped` \u306e\u7406\u7531\u3092\u898b\u3066\u8db3\u3059 |\n| \u5f15\u7528\u306e\u5370\u304c\u56de\u7b54\u306e\u5225\u306e\u7b87\u6240\u306b\u4ed8\u304f | \u5f15\u7528\u306e\u4f4d\u7f6e\u306f UTF-8 \u306e\u30d0\u30a4\u30c8\u5358\u4f4d\u3002**\u6587\u5b57\u6570\u3067\u5207\u308a\u51fa\u3055\u306a\u3044** |\n| \u5b50\u4f1a\u793e\u306b\u89aa\u4f1a\u793e\u306e\u501f\u5165\u306e\u6761\u4ef6\u304c\u898b\u3048\u308b | \u30e1\u30bf\u30c7\u30fc\u30bf\u306e\u30d5\u30a3\u30eb\u30bf\u3067\u3001\u8cea\u554f\u8005\u306e\u90e8\u7f72\u306e\u6587\u66f8\u306b\u7d5e\u308b |\n| \u5143\u306e\u6a29\u9650\u306b\u5f93\u3046\u7d5e\u308a\u8fbc\u307f\u3092\u4f7f\u3044\u305f\u3044 | \u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u306e\u30a2\u30af\u30bb\u30b9\u5236\u5fa1\u306f**\u30d7\u30ec\u30d3\u30e5\u30fc**\u3002\u6b63\u5f0f\u306a\u63d0\u4f9b\u307e\u3067\u306f\u81ea\u793e\u3067\u7d5e\u308b |\n| \u300c\u62b5\u89e6\u3059\u308b\u304b\u300d\u306b\u7b54\u3048\u3066\u3057\u307e\u3046 | \u6307\u793a\u3067\u7981\u3058\u3001**\u5224\u65ad\u3092\u6c42\u3081\u308b\u8a00\u3044\u65b9\u306e\u4e00\u89a7\u3067\u5370\u3092\u4ed8\u3051\u3066\u8ab2\u9577\u306b\u56de\u3059** |\n| \u6839\u62e0\u306e\u5f31\u3044\u56de\u7b54\u304c\u8fd4\u308b | `filteringLevel` \u3092\u9ad8\u304f\u3057\u3001\u8fd4\u3089\u306a\u304b\u3063\u305f\u3082\u306e\u306f\u8ca1\u52d9\u8ab2\u3078 |\n| \u5909\u66f4\u5951\u7d04\u306e\u53d6\u308a\u8fbc\u307f\u304c\u9045\u308c\u308b | \u7de0\u7d50\u306e\u9031\u306b\u53d6\u308a\u8fbc\u3080\u624b\u9806\u306b\u3057\u3001**\u67081\u56de\u3001\u4e00\u89a7\u3068\u7a81\u304d\u5408\u308f\u305b\u308b** |\n\n**\u4e0a\u306e1\u884c\u76ee\u304c\u3001\u3053\u306e\u69cb\u6210\u3067\u6700\u3082\u91cd\u3044\u5931\u6557\u3067\u3059\u3002** \u5f53\u521d\u306e\u57fa\u6e96\u5024\u3092\u4f1d\u3048\u3089\u308c\u305f\u7d4c\u7406\u306f\u3001\u305d\u308c\u3092\u524d\u63d0\u306b\u6ce8\u8a18\u3092\u66f8\u304d\u3001\u7d4c\u55b6\u4f01\u753b\u306f\u305d\u308c\u3092\u524d\u63d0\u306b\u914d\u5f53\u3092\u8a08\u753b\u3057\u307e\u3059\u3002**\u691c\u7d22\u306e\u7cbe\u5ea6\u3067\u306f\u9632\u3052\u306a\u3044\u306e\u3067\u3001\u81ea\u793e\u306e\u4e00\u89a7\u3068\u306e\u7167\u5408\u3067\u9632\u304e\u307e\u3059\u3002**","governance_notes":"**\u3053\u306e\u69cb\u6210\u3067\u6271\u3046\u30c7\u30fc\u30bf\uff1a** \u501f\u5165\u306e\u91d1\u984d\u30fb\u91d1\u5229\u30fb\u671f\u9593\u3001\u8ca1\u52d9\u5236\u9650\u6761\u9805\u306e\u57fa\u6e96\u5024\u3001\u62c5\u4fdd\u3068\u4fdd\u8a3c\u306e\u5185\u5bb9\u3001\u671f\u9650\u306e\u5229\u76ca\u3092\u5931\u3046\u4e8b\u7531\u3001\u91d1\u878d\u6a5f\u95a2\u306e\u540d\u524d\u3067\u3059\u3002**\u4f1a\u793e\u306e\u8cc7\u91d1\u7e70\u308a\u306e\u5f31\u70b9\u304c\u5206\u304b\u308b\u60c5\u5831\u3067\u3001\u793e\u5185\u3067\u3082\u898b\u3066\u3088\u3044\u4eba\u304c\u9650\u3089\u308c\u307e\u3059\u3002**\n\n1. **\u898b\u3066\u3088\u3044\u4eba\u3092\u90e8\u7f72\u306e\u5358\u4f4d\u3067\u7d5e\u308b** \u2026 \u5b50\u4f1a\u793e\u306e\u7d4c\u7406\u3001\u7d4c\u55b6\u4f01\u753b\u3001\u7d4c\u7406\u90e8\u3067\u898b\u3066\u3088\u3044\u501f\u5165\u304c\u9055\u3044\u307e\u3059\u3002**\u30e1\u30bf\u30c7\u30fc\u30bf\u306e\u30d5\u30a3\u30eb\u30bf\u3067\u7d5e\u308a\u3001\u7d5e\u308a\u8fbc\u307f\u306e\u6761\u4ef6\u306f\u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u4ed8\u3051\u307e\u3059\u3002** \u8cea\u554f\u8005\u304c\u7d5e\u308a\u8fbc\u307f\u3092\u5916\u3059\u7d4c\u8def\u3092\u4f5c\u308a\u307e\u305b\u3093\n2. **\u5224\u65ad\u3092\u7b54\u3048\u3055\u305b\u306a\u3044** \u2026 \u62b5\u89e6\u3059\u308b\u304b\u3001\u91d1\u878d\u6a5f\u95a2\u306b\u76f8\u8ac7\u3059\u3079\u304d\u304b\u306f\u3001\u8ca1\u52d9\u8ab2\u9577\u3068\u7d4c\u55b6\u304c\u6c7a\u3081\u307e\u3059\u3002**AI \u306e\u56de\u7b54\u3092\u5224\u65ad\u306e\u6839\u62e0\u306b\u3057\u306a\u3044\u904b\u7528\u3092\u3001\u8cea\u554f\u8005\u306b\u6700\u521d\u306b\u4f1d\u3048\u307e\u3059**\n3. **\u5951\u7d04\u306e\u5b88\u79d8\u306e\u6761\u9805\u3092\u78ba\u304b\u3081\u308b** \u2026 \u91d1\u878d\u6a5f\u95a2\u3068\u306e\u5951\u7d04\u306b\u306f\u3001\u5951\u7d04\u306e\u5185\u5bb9\u3092\u7b2c\u4e09\u8005\u306b\u958b\u793a\u3057\u306a\u3044\u65e8\u306e\u6761\u9805\u304c\u3042\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002**\u5916\u90e8\u306e\u30af\u30e9\u30a6\u30c9\u3067\u51e6\u7406\u3057\u3066\u3088\u3044\u304b\u3092\u3001\u5951\u7d04\u3068\u793e\u5185\u306e\u898f\u7a0b\u3067\u78ba\u304b\u3081\u3066\u304b\u3089\u53d6\u308a\u8fbc\u307f\u307e\u3059**\n4. **\u30d7\u30ec\u30d3\u30e5\u30fc\u306e\u6a5f\u80fd\u306b\u983c\u3089\u306a\u3044** \u2026 \u5143\u306e\u6a29\u9650\u306b\u5f93\u3046\u7d5e\u308a\u8fbc\u307f\u306f\u30d7\u30ec\u30d3\u30e5\u30fc\u3067\u3001\u63d0\u4f9b\u306e\u6761\u4ef6\u304c\u5909\u308f\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002**\u6b63\u5f0f\u306a\u63d0\u4f9b\u306b\u306a\u308b\u307e\u3067\u306f\u3001\u81ea\u793e\u306e\u7d5e\u308a\u8fbc\u307f\u3092\u4e3b\u306b\u3057\u307e\u3059**\n5. **\u56de\u7b54\u306e\u8a18\u9332\u3092\u6b8b\u3059** \u2026 \u3069\u306e\u8cea\u554f\u306b\u3001\u3069\u306e\u7248\u306e\u5951\u7d04\u3067\u7b54\u3048\u305f\u304b\u3092\u6b8b\u3057\u307e\u3059\u3002**\u53d6\u308a\u8fbc\u307f\u6f0f\u308c\u304c\u898b\u3064\u304b\u3063\u305f\u3068\u304d\u3001\u7b54\u3048\u76f4\u3059\u76f8\u624b\u304c\u5206\u304b\u308a\u307e\u3059**\n6. **\u8cea\u554f\u8005\u306e\u540d\u524d\u3092\u56de\u7b54\u306e\u751f\u6210\u306b\u6e21\u3055\u306a\u3044** \u2026 \u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u90e8\u7f72\u3092\u5f15\u304f\u306e\u306b\u4f7f\u3046\u3060\u3051\u3067\u3001answer \u30e1\u30bd\u30c3\u30c9\u306b\u306f\u6e21\u3057\u307e\u305b\u3093\u3002\u7591\u4f3c\u7684\u306a\u5229\u7528\u8005\u306e\u8b58\u5225\u5b50\u3092\u4f7f\u3046\u5834\u5408\u3082\u3001\u793e\u54e1\u756a\u53f7\u305d\u306e\u3082\u306e\u306f\u4f7f\u3044\u307e\u305b\u3093\n\n\u8aa4\u308a\u304c\u8d77\u304d\u305f\u5834\u5408\u306e\u30ea\u30b9\u30af\u306f\u3001**\u53e4\u3044\u7248\u306e\u6761\u9805\u3092\u4f1d\u3048\u308b\u3053\u3068\u3068\u3001\u898b\u3066\u306f\u3044\u3051\u306a\u3044\u4eba\u306b\u501f\u5165\u306e\u6761\u4ef6\u304c\u898b\u3048\u308b\u3053\u3068\u306e2\u3064\u3067\u3059\u3002** \u524d\u8005\u306f\u7248\u306e\u78ba\u8a8d\u3067\u3001\u5f8c\u8005\u306f\u90e8\u7f72\u306e\u5358\u4f4d\u306e\u7d5e\u308a\u8fbc\u307f\u3067\u9632\u304e\u307e\u3059\u3002**\u3069\u3061\u3089\u3082 AI \u3067\u306f\u306a\u304f\u3001\u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0\u306b\u7f6e\u3044\u305f\u898f\u5247\u3067\u5b88\u308a\u307e\u3059\u3002**","recommended_for":"\u8907\u6570\u306e\u91d1\u878d\u6a5f\u95a2\u304b\u3089\u501f\u5165\u304c\u3042\u308a\u3001\u76f8\u5bfe\u306e\u91d1\u92ad\u6d88\u8cbb\u8cb8\u501f\u5951\u7d04\u30fb\u30b7\u30f3\u30b8\u30b1\u30fc\u30c8\u30ed\u30fc\u30f3\u30fb\u30b3\u30df\u30c3\u30c8\u30e1\u30f3\u30c8\u30e9\u30a4\u30f3\u30fb\u5909\u66f4\u5951\u7d04\u304c\u7a4d\u307f\u91cd\u306a\u3063\u3066\u3044\u308b\u88fd\u9020\u696d\u30fb\u5efa\u8a2d\u696d\u30fb\u4e0d\u52d5\u7523\u696d\u30fb\u5546\u793e\u30fb\u5c0f\u58f2\u696d\u3002\u8ca1\u52d9\u5236\u9650\u6761\u9805\u3084\u5831\u544a\u306e\u671f\u9650\u3092\u78ba\u304b\u3081\u305f\u3044\u7d4c\u7406\u30fb\u8ca1\u52d9\u30fb\u7d4c\u55b6\u4f01\u753b\u306e\u62c5\u5f53\u304c\u591a\u304f\u3001\u305d\u306e\u305f\u3073\u306b\u8ca1\u52d9\u8ab2\u306e1\u301c2\u540d\u306b\u805e\u304d\u306b\u6765\u3066\u3044\u308b\u5834\u5408\u3002\u5951\u7d04\u66f8\u304c\u7d19\u3092\u30b9\u30ad\u30e3\u30f3\u3057\u305f PDF 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Cloud Storage \u306b\u7f6e\u304d\u3001\u30ec\u30a4\u30a2\u30a6\u30c8\u306e\u89e3\u6790\u3068\u898b\u51fa\u3057\u3092\u542b\u3081\u308b\u5206\u5272\u306e\u8a2d\u5b9a\u3067\u30c7\u30fc\u30bf\u30b9\u30c8\u30a2\u3092\u4f5c\u308a\u307e\u3059\u3002**\u3053\u306e\u6642\u70b9\u3067\u306f\u8ca1\u52d9\u8ab2\u3060\u3051\u304c\u691c\u7d22\u3092\u4f7f\u3044\u3001\u904e\u53bb\u306e\u8cea\u554f\u3067\u7b54\u3048\u304c\u51fa\u308b\u304b\u3092\u898b\u307e\u3059\u3002**\n\n**2\u304b\u6708\u76ee\uff1a** \u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0\u3067\u3001\u7d5e\u308a\u8fbc\u307f\u30fb\u7248\u306e\u78ba\u8a8d\u30fb\u5224\u65ad\u3092\u6c42\u3081\u308b\u8cea\u554f\u306e\u5370\u3092\u4f5c\u308a\u3001\u8ca1\u52d9\u8ab2\u304c\u81ea\u5206\u306e\u8cea\u554f\u3067\u8a66\u3057\u307e\u3059\u3002**3\u304b\u6708\u76ee\u4ee5\u964d\uff1a** \u793e\u5185\u30c1\u30e3\u30c3\u30c8\u306e\u30dc\u30c3\u30c8\u3092\u7d4c\u7406\u90e8\u3068\u7d4c\u55b6\u4f01\u753b\u90e8\u306b\u958b\u653e\u3057\u3001\u5b50\u4f1a\u793e\u306b\u306f\u7d5e\u308a\u8fbc\u307f\u3092\u78ba\u304b\u3081\u3066\u304b\u3089\u958b\u653e\u3057\u307e\u3059\u3002**1\u4ef630\u5206\u304c\u4f55\u5206\u306b\u306a\u3063\u305f\u304b\u3092\u5b9f\u6e2c\u3057\u3001`skipped` 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\u78ba\u8a8d\u65e5 |\n|:--|:--|:--|\n| answer \u30e1\u30bd\u30c3\u30c9\u304c\u8cea\u554f\u306e\u8a00\u3044\u63db\u3048\u30fb\u691c\u7d22\u30fb\u56de\u7b54\u306e\u751f\u6210\u3092\u884c\u3044\u3001`searchSpec` \u306e `filter`\u3001`maxReturnResults`\uff08\u65e2\u5b9a10\u3001\u6700\u592725\uff09\u3092\u6307\u5b9a\u3067\u304d\u308b\u3053\u3068\u3002`queryClassificationSpec` \u306e\u6575\u5bfe\u7684\u306a\u8cea\u554f\u30fb\u7b54\u3048\u3092\u6c42\u3081\u3066\u3044\u306a\u3044\u8cea\u554f\u306e\u5206\u985e\u3001`promptSpec.preamble`\u3001`includeCitations`\u3001\u30bb\u30c3\u30b7\u30e7\u30f3\u306b\u3088\u308b\u8907\u6570\u306e\u5f80\u5fa9\u3002\u5f15\u7528\u306e `startIndex`\uff0f`endIndex` \u304c UTF-8 \u306e\u30d0\u30a4\u30c8\u5358\u4f4d\u3067\u3042\u308b\u3053\u3068\u3002`groundingSpec` \u306e `filteringLevel`\uff08`FILTERING_LEVEL_LOW`\uff0f`FILTERING_LEVEL_HIGH`\uff09\u3068 `includeGroundingSupports`\u3002\u56de\u7b54\u3057\u306a\u304b\u3063\u305f\u7406\u7531\uff08`LOW_GROUNDED_CONTENT` \u306a\u3069\uff09 | [Google Cloud: Get answers and follow-ups](https:\/\/docs.cloud.google.com\/generative-ai-app-builder\/docs\/answer) | 2026-10-13 |\n| \u30c7\u30b8\u30bf\u30eb\u306e\u89e3\u6790\u3001PDF \u5411\u3051\u306e OCR \u306e\u89e3\u6790\u3001\u30ec\u30a4\u30a2\u30a6\u30c8\u306e\u89e3\u6790\u304c\u3042\u308b\u3053\u3068\u3002OCR \u306e\u89e3\u6790\u304c PDF \u306e\u6700\u521d\u306e500\u30da\u30fc\u30b8\u307e\u3067\u3067\u3042\u308b\u3053\u3068\u3002\u30ec\u30a4\u30a2\u30a6\u30c8\u306e\u89e3\u6790\u304c\u898b\u51fa\u3057\u30fb\u6bb5\u843d\u30fb\u8868\u30fb\u30ea\u30b9\u30c8\u3092\u691c\u51fa\u3059\u308b\u3053\u3068\u3002\u30c1\u30e3\u30f3\u30af\u306e\u5927\u304d\u3055\u304c100\u301c500\u30c8\u30fc\u30af\u30f3\uff08\u65e2\u5b9a500\uff09\u3067\u3001`includeAncestorHeadings` \u3067\u898b\u51fa\u3057\u3092\u542b\u3081\u3089\u308c\u308b\u3053\u3068 | [Google Cloud: Parse and chunk documents](https:\/\/docs.cloud.google.com\/generative-ai-app-builder\/docs\/parse-chunk-documents) | 2026-10-13 |\n| \u30e1\u30bf\u30c7\u30fc\u30bf\u306e\u9805\u76ee\u3092 indexable \u306b\u3057\u3066\u3001`category: ANY(\"...\")` \u306e\u3088\u3046\u306a\u30d5\u30a3\u30eb\u30bf\u3067\u691c\u7d22\u3092\u7d5e\u308c\u308b\u3053\u3068 | [Google Cloud: Filter search results by metadata](https:\/\/docs.cloud.google.com\/generative-ai-app-builder\/docs\/filter-search-metadata) | 2026-10-13 |\n| \u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u306e\u30a2\u30af\u30bb\u30b9\u5236\u5fa1\u304c\u30d7\u30ec\u30d3\u30e5\u30fc\uff08Pre-GA\uff09\u3067\u3042\u308a\u3001Cloud Storage \u306a\u3069\u3067\u4f7f\u3048\u308b\u3053\u3068\u3002ID \u30d7\u30ed\u30d0\u30a4\u30c0\u306e\u8a2d\u5b9a\u304c\u8981\u308b\u3053\u3068 | [Google Cloud: Set up data source access control](https:\/\/docs.cloud.google.com\/generative-ai-app-builder\/docs\/data-source-access-control) | 2026-10-13 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