{"id":15644,"date":"2026-10-15T14:08:09","date_gmt":"2026-10-15T05:08:09","guid":{"rendered":"https:\/\/debono.co.jp\/media\/ai-usecase\/vertex-pesticide-label-search\/"},"modified":"2026-10-15T14:08:09","modified_gmt":"2026-10-15T05:08:09","slug":"vertex-pesticide-label-search","status":"publish","type":"ai_usecase","link":"https:\/\/debono.co.jp\/media\/ai-usecase\/vertex-pesticide-label-search\/","title":{"rendered":"\u8fb2\u5354\u306e\u55b6\u8fb2\u6307\u5c0e\u54e1\u304c\u3001\u7d44\u5408\u54e1\u304b\u3089\u306e\u8fb2\u85ac\u306e\u76f8\u8ac7\u306b\u3001\u8fb2\u85ac\u306e\u767b\u9332\u5185\u5bb9\u3068\u7523\u5730\u306e\u9632\u9664\u66a6\u3092\u5f15\u304d\u3001\u4f7f\u7528\u6642\u671f\u3068\u4f7f\u7528\u56de\u6570\u3092\u6839\u62e0\u4ed8\u304d\u3067\u7b54\u3048\u308b"},"content":{"rendered":"","protected":false},"excerpt":{"rendered":"<p>\u7d44\u5408\u54e1\u304b\u3089\u300c\u30ad\u30e3\u30d9\u30c4\u306e\u30b3\u30ca\u30ac\u306b\u3053\u306e\u5264\u306f\u307e\u3060\u4f7f\u3048\u308b\u304b\u300d\u3068\u76f8\u8ac7\u3092\u53d7\u3051\u305f\u6307\u5c0e\u54e1\u304c\u3001\u4f5c\u7269\u30fb\u75c5\u5bb3\u866b\u30fb\u8fb2\u85ac\u30fb\u53ce\u7a6b\u306e\u4e88\u5b9a\u65e5\u3092\u5165\u308c\u308b\u3068\u3001\u8fb2\u85ac\u306e\u767b\u9332\u5185\u5bb9\u3068\u7523\u5730\u306e\u9632\u9664\u66a6\u304b\u3089\u5f53\u305f\u308b\u7b87\u6240\u3092\u5f15\u7528\u3057\u3001\u9632\u9664\u306e\u8a18\u9332\u304b\u3089\u4f7f\u3063\u305f\u56de\u6570\u3092\u6570\u3048\u3066\u7b54\u3048\u306e\u6750\u6599\u3092\u8fd4\u3057\u307e\u3059\u3002\u7b54\u3048\u308b\u306e\u306f\u6307\u5c0e\u54e1\u3067\u3059\u3002<\/p>\n","protected":false},"author":5,"featured_media":0,"template":"","meta":{"swell_btn_cv_data":"","usecase_id":"UC-1633","platform_main":"Google Vertex AI","publish_date":"","last_updated":"2026-10-15","tech_verified_date":"2026-10-15","trigger":"**\u8d77\u70b9\u306f\u3001\u6307\u5c0e\u54e1\u304c\u76f8\u8ac7\u306e\u753b\u9762\u3067\u9001\u4fe1\u3057\u305f\u3053\u3068\u3067\u3059\u3002** \u96fb\u8a71\u3092\u53d7\u3051\u306a\u304c\u3089\u5165\u308c\u308b\u306e\u3067\u3001\u9805\u76ee\u306f\u9078\u3076\u3082\u306e\u3092\u4e2d\u5fc3\u306b\u3057\u307e\u3059\u3002\n\n| \u753b\u9762\u306e\u9805\u76ee | \u66f8\u304d\u65b9 | \u4f7f\u3044\u9053 |\n|:--|:--|:--|\n| \u7d44\u5408\u54e1\u306e\u756a\u53f7\u30fb\u5703\u5834 | \u7d44\u5408\u54e1\u306e\u53f0\u5e33\u306e\u756a\u53f7\u3068\u5703\u5834\u306e\u756a\u53f7 | \u9632\u9664\u306e\u8a18\u9332\u3092\u5f15\u304f |\n| \u4f5c\u7269 | \u90e8\u4f1a\u306e\u54c1\u76ee\u304b\u3089\u9078\u3076\uff08\u4f5c\u578b\u3082\uff09 | \u4f5c\u7269\u7fa4\u306e\u8868\u3001\u7d5e\u308a\u8fbc\u307f |\n| \u75c5\u5bb3\u866b | \u81ea\u7531\u8a18\u8ff0\uff08\u300c\u30b3\u30ca\u30ac\u300d\u300c\u3079\u3068\u75c5\u300d\uff09 | \u767b\u9332\u5185\u5bb9\u306e\u691c\u7d22 |\n| \u4f7f\u3044\u305f\u3044\u8fb2\u85ac | \u5546\u54c1\u306e\u540d\u524d\uff08\u5019\u88dc\u304b\u3089\u9078\u3076\uff09\u3002\u6c7a\u307e\u3063\u3066\u3044\u306a\u3051\u308c\u3070\u7a7a | \u767b\u9332\u5185\u5bb9\u306e\u7d5e\u308a\u8fbc\u307f |\n| \u4f7f\u3046\u4e88\u5b9a\u306e\u65e5\u30fb\u53ce\u7a6b\u306e\u4e88\u5b9a\u65e5 | \u65e5\u4ed8 | \u4f7f\u7528\u6642\u671f\u306e\u65e5\u6570 |\n\n**\u4f7f\u3044\u305f\u3044\u8fb2\u85ac\u304c\u7a7a\u306a\u3089\u3001\u4f5c\u7269\u3068\u75c5\u5bb3\u866b\u3067\u767b\u9332\u306e\u3042\u308b\u8fb2\u85ac\u306e\u884c\u3092\u8fd4\u3057\u3001\u9632\u9664\u66a6\u306e\u52e7\u3081\u3068\u4e26\u3079\u307e\u3059\u3002** \u300c\u66a6\u306e\u5264\u304c\u54c1\u5207\u308c\u300d\u3068\u3044\u3046\u76f8\u8ac7\u306f\u3001\u3053\u306e\u5f62\u3067\u7b54\u3048\u307e\u3059\u3002\n\n**\u3082\u3046\u4e00\u3064\u306e\u30c8\u30ea\u30ac\u30fc\u306f\u3001\u767b\u9332\u5185\u5bb9\u306e\u66f4\u65b0\u3067\u3059\u3002** FAMIC \u306e\u30da\u30fc\u30b8\u306e\u53cd\u6620\u306e\u65e5\u304c\u5909\u308f\u3063\u305f\u3089\u3001CSV\u3092\u53d6\u308a\u76f4\u3057\u3066\u53d6\u308a\u8fbc\u307f\u76f4\u3057\u307e\u3059\u3002**\u6708\u306b1\u56de\u306f\u78ba\u304b\u3081\u3001\u53cd\u6620\u306e\u65e5\u3092\u753b\u9762\u306b\u51fa\u3057\u307e\u3059\u3002**","input_data":"| \u30c7\u30fc\u30bf | \u4e2d\u8eab | \u53d6\u5f97\u5143 |\n|:--|:--|:--|\n| \u76f8\u8ac7 | \u753b\u9762\u306e5\u9805\u76ee\u3001\u6307\u5c0e\u54e1\u3001\u65e5\u6642 | \u76f8\u8ac7\u306e\u753b\u9762 |\n| \u767b\u9332\u306e\u57fa\u672c\u60c5\u5831 | \u767b\u9332\u756a\u53f7\u3001\u8fb2\u85ac\u306e\u7a2e\u985e\u3001\u540d\u79f0\u3001\u6709\u52b9\u6210\u5206 | FAMIC \u306e\u767b\u9332\u57fa\u672c\u90e8\uff08CSV\uff09 |\n| \u767b\u9332\u306e\u9069\u7528\u60c5\u5831 | \u4f5c\u7269\u540d\u3001\u9069\u7528\u75c5\u5bb3\u866b\u96d1\u8349\u540d\u3001\u4f7f\u7528\u6642\u671f\u3001\u4f7f\u7528\u65b9\u6cd5\u3001\u672c\u5264\u306e\u4f7f\u7528\u56de\u6570\u3001\u6709\u52b9\u6210\u5206\u3054\u3068\u306e\u7dcf\u4f7f\u7528\u56de\u6570 | FAMIC \u306e\u767b\u9332\u9069\u7528\u90e8\uff08CSV\uff09 |\n| \u4f5c\u7269\u7fa4\u306e\u8868 | \u4f5c\u7269\u7fa4\u3068\u3001\u305d\u308c\u306b\u542b\u307e\u308c\u308b\u4f5c\u7269 | \u8fb2\u5354\u304c\u4f5c\u308b\uff08\u767b\u9332\u60c5\u5831\u63d0\u4f9b\u30b7\u30b9\u30c6\u30e0\u306e\u4f5c\u7269\u7fa4\u306e\u8aac\u660e\u304b\u3089\uff09 |\n| \u9632\u9664\u306e\u8a18\u9332 | \u7d44\u5408\u54e1\u30fb\u5703\u5834\u30fb\u4f5c\u578b\u3054\u3068\u306e\u3001\u4f7f\u3063\u305f\u8fb2\u85ac\u306e\u540d\u524d\u3068\u65e5\u4ed8 | \u8fb2\u5354\u306e\u683d\u57f9\u306e\u5c65\u6b74 |\n| \u9632\u9664\u66a6\u30fb\u6280\u8853\u8cc7\u6599 | \u54c1\u76ee\u30fb\u4f5c\u578b\u3054\u3068\u306e\u52e7\u3081\u308b\u5264\u3068\u6642\u671f\u3001\u6ce8\u610f | \u55b6\u8fb2\u90e8\u306e\u6587\u66f8\uff08PDF\uff09 |\n\n**\u8cea\u3092\u6c7a\u3081\u308b\u306e\u306f\u3001\u4f5c\u7269\u7fa4\u306e\u8868\u3067\u3059\u3002** \u8fb2\u85ac\u767b\u9332\u60c5\u5831\u63d0\u4f9b\u30b7\u30b9\u30c6\u30e0\u306e\u30c8\u30c3\u30d7\u3067\u306f\u3001\u4f5c\u7269\u7fa4\u306e\u767b\u9332\u304c\u3042\u308b\u8fb2\u85ac\u306f\u305d\u306e\u7fa4\u306b\u65b0\u305f\u306b\u542b\u307e\u308c\u305f\u4f5c\u7269\u306b\u3082\u4f7f\u3048\u308b\u3053\u3068\u3001\u305f\u3060\u3057\u7fa4\u306e\u4e2d\u306e\u500b\u5225\u306e\u4f5c\u7269\u306b\u3082\u767b\u9332\u304c\u3042\u308b\u3068\u304d\u306f\u3001\u305d\u306e\u4f5c\u7269\u306b\u306f\u500b\u5225\u306e\u4f5c\u7269\u306e\u767b\u9332\u5185\u5bb9\u306b\u5f93\u3046\u3053\u3068\u304c\u793a\u3055\u308c\u3066\u3044\u307e\u3059\u3002**\u540c\u3058\u8fb2\u85ac\u3067\u3082\u3001\u4f5c\u7269\u306b\u3088\u3063\u3066\u898b\u308b\u884c\u304c\u5909\u308f\u308a\u307e\u3059\u3002** \u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0\u306f\u3001\u500b\u5225\u306e\u4f5c\u7269\u306e\u884c\u304c\u3042\u308c\u3070\u305d\u308c\u3092\u3001\u7121\u3051\u308c\u3070\u4f5c\u7269\u7fa4\u306e\u884c\u3092\u9078\u3073\u307e\u3059\u3002\n\n**FAMIC \u306e\u7dcf\u4f7f\u7528\u56de\u6570\u306e\u6ce8\u610f\u4e8b\u9805\u3067\u306f\u3001\u9069\u7528\u8868\u306e\u7dcf\u4f7f\u7528\u56de\u6570\u306e\u6b04\u304c\u300c\u305d\u306e\u6709\u52b9\u6210\u5206\u3092\u542b\u3080\u8fb2\u85ac\u306e\u7dcf\u4f7f\u7528\u56de\u6570\u300d\u3092\u8868\u3059\u3068\u8aac\u660e\u3055\u308c\u3066\u3044\u307e\u3059\u3002** \u4f8b\u3068\u3057\u3066\u30013\u3064\u306e\u6210\u5206\u3092\u542b\u3080\u8fb2\u85ac\u3067\u3001\u672c\u5264\u306e\u4f7f\u7528\u56de\u6570\u3068\u3001\u6210\u5206\u3054\u3068\u306e\u7dcf\u4f7f\u7528\u56de\u6570\u304c\u5225\u3005\u306b\u66f8\u304b\u308c\u305f\u8868\u304c\u8f09\u3063\u3066\u3044\u307e\u3059\u3002**\u56de\u6570\u306f\u3001\u672c\u5264\u306e\u56de\u6570\u3068\u6210\u5206\u3054\u3068\u306e\u56de\u6570\u306e\u4e21\u65b9\u3067\u898b\u307e\u3059\u3002**","data_source":"\u767b\u9332\u306e\u9069\u7528\u60c5\u5831\u306f1\u884c\u305a\u3064 JSON \u306b\u3057\u3001\u767b\u9332\u306e\u57fa\u672c\u60c5\u5831\u304b\u3089\u6709\u52b9\u6210\u5206\u3092\u8db3\u3057\u3066\u3001\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u3068\u3057\u3066\u53d6\u308a\u8fbc\u307f\u307e\u3059\u3002\n\n```\n{\"id\":\"22xxx-cabbage-diamondback\",\"reg_no\":\"22xxx\",\"name\":\"\uff08\u5546\u54c1\u540d\uff09\",\n \"crop\":\"\u30ad\u30e3\u30d9\u30c4\",\"crop_group\":\"\",\"pest\":\"\u30b3\u30ca\u30ac\",\n \"timing\":\"\u53ce\u7a6b7\u65e5\u524d\u307e\u3067\",\"method\":\"\u6563\u5e03\",\n \"times_product\":\"3\u56de\u4ee5\u5185\",\n \"ingredients\":[{\"name\":\"\uff08\u6210\u5206A\uff09\",\"times_total\":\"4\u56de\u4ee5\u5185\"}],\n \"release\":\"2026-10-07\"}\n```\n\n**\u554f\u3044\u5408\u308f\u305b\u306e\u305f\u3073\u306b\u3001\u8fb2\u85ac\u3068\u4f5c\u7269\u3067\u7d5e\u308a\u307e\u3059\u3002** \u516c\u5f0f\u306e\u69cb\u6587\u3067\u306f\u3001\u6587\u5b57\u306e\u9805\u76ee\u306f `ANY()` \u306b\u4e26\u3079\u305f\u5024\u306e\u3069\u308c\u304b\u3068\u5b8c\u5168\u306b\u4e00\u81f4\u3059\u308b\u304b\u3092\u898b\u3089\u308c\u3001`AND`\u30fb`OR` \u3067\u7d44\u307f\u5408\u308f\u305b\u3089\u308c\u307e\u3059\u3002\u9805\u76ee\u306f\u30b9\u30ad\u30fc\u30de\u3067\u7d22\u5f15\u53ef\u80fd\u306b\u3057\u3066\u304a\u304f\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\n\n```\nreg_no: ANY(\"22xxx\") AND (crop: ANY(\"\u30ad\u30e3\u30d9\u30c4\") OR crop_group: ANY(\"\u975e\u7d50\u7403\u3042\u3076\u3089\u306a\u79d1\u8449\u83dc\u985e\"))\n```\n\n**\u75c5\u5bb3\u866b\u306f\u7d5e\u308a\u8fbc\u307f\u306b\u5165\u308c\u305a\u3001\u691c\u7d22\u306e\u6587\u306b\u5165\u308c\u307e\u3059\u3002** \u7d44\u5408\u54e1\u306e\u8a00\u3046\u300c\u9752\u866b\u300d\u3068\u9069\u7528\u8868\u306e\u300c\u30a2\u30aa\u30e0\u30b7\u300d\u306e\u3088\u3046\u306b\u3001**\u66f8\u304d\u65b9\u304c\u9055\u3063\u3066\u3082\u5f53\u305f\u308b\u3088\u3046\u306b\u3001\u8a00\u8449\u306e\u691c\u7d22\u306b\u4efb\u305b\u307e\u3059\u3002** \u8fd4\u3063\u3066\u304d\u305f\u884c\u306e `pest` \u306f\u3001\u6307\u5c0e\u54e1\u304c\u753b\u9762\u3067\u78ba\u304b\u3081\u307e\u3059\u3002\n\n**\u9632\u9664\u66a6\u306f\u3001\u54c1\u76ee\u30fb\u4f5c\u578b\u30fb\u5e74\u5ea6\u3092\u30e1\u30bf\u30c7\u30fc\u30bf\u306b\u6301\u305f\u305b\u3066\u53d6\u308a\u8fbc\u307f\u307e\u3059\u3002** \u30ec\u30a4\u30a2\u30a6\u30c8 \u30d1\u30fc\u30b5\u30fc\u306f\u6bb5\u843d\u30fb\u8868\u30fb\u898b\u51fa\u3057\u3092\u691c\u51fa\u3057\u3001\u30c1\u30e3\u30f3\u30af\u306b\u4e0a\u4f4d\u306e\u898b\u51fa\u3057\u3092\u4ed8\u3051\u308b\u8a2d\u5b9a\uff08`includeAncestorHeadings`\u3001\u65e2\u5b9a\u306f\u7121\u52b9\uff09\u304c\u3042\u308a\u307e\u3059\u3002**\u9632\u9664\u66a6\u306f\u8868\u304c\u4e2d\u5fc3\u306a\u306e\u3067\u3001\u8868\u306e\u884c\u304c\u5358\u72ec\u3067\u5f15\u304b\u308c\u3066\u3082\u54c1\u76ee\u3068\u4f5c\u578b\u304c\u5206\u304b\u308b\u3088\u3046\u306b\u898b\u51fa\u3057\u3092\u4ed8\u3051\u307e\u3059\u3002** \u7d5e\u308a\u8fbc\u307f\u306f `item: ANY(\"cabbage\") AND cropping: ANY(\"spring\") AND year: ANY(\"2026\")` \u306e\u3088\u3046\u306b\u66f8\u304d\u307e\u3059\u3002","preprocessing":"1. **CSV\u3092\u53d6\u308a\u76f4\u3059** \u2026 FAMIC \u306e\u30da\u30fc\u30b8\u306e\u53cd\u6620\u306e\u65e5\u3092\u898b\u3066\u3001\u5909\u308f\u3063\u3066\u3044\u308c\u3070\u57fa\u672c\u90e8\u3068\u9069\u7528\u90e8\u3092\u53d6\u308a\u76f4\u3057\u307e\u3059\n2. **\u884c\u3092 JSON \u306b\u3059\u308b** \u2026 \u9069\u7528\u90e8\u306e1\u884c\u30921\u4ef6\u306b\u3057\u3001\u57fa\u672c\u90e8\u304b\u3089\u6709\u52b9\u6210\u5206\u3092\u8db3\u3057\u307e\u3059\u3002**\u4f7f\u7528\u6642\u671f\u3068\u56de\u6570\u306e\u6587\u5b57\u306f\u305d\u306e\u307e\u307e\u6b8b\u3057\u307e\u3059**\n3. **\u524d\u306e\u7248\u3068\u6bd4\u3079\u308b** \u2026 \u524d\u306e\u53d6\u308a\u8fbc\u307f\u3068\u6bd4\u3079\u3001\u4f7f\u7528\u6642\u671f\u30fb\u56de\u6570\u304c\u5909\u308f\u3063\u305f\u884c\u3001\u7121\u304f\u306a\u3063\u305f\u767b\u9332\u756a\u53f7\u3092\u4e00\u89a7\u306b\u3057\u307e\u3059\n4. **\u9632\u9664\u66a6\u3068\u7167\u3089\u3059** \u2026 3\u756a\u76ee\u306e\u4e00\u89a7\u306e\u8fb2\u85ac\u304c\u3001\u4eca\u5e74\u306e\u9632\u9664\u66a6\u306b\u8f09\u3063\u3066\u3044\u308c\u3070\u3001\u55b6\u8fb2\u90e8\u306b\u77e5\u3089\u305b\u307e\u3059\n5. **\u9632\u9664\u306e\u8a18\u9332\u306e\u8fb2\u85ac\u306e\u540d\u524d\u3092\u305d\u308d\u3048\u308b** \u2026 \u8a18\u9332\u306e\u5546\u54c1\u306e\u540d\u524d\u3092\u767b\u9332\u756a\u53f7\u306b\u5f15\u304d\u5f53\u3066\u307e\u3059\u3002**\u5f15\u304d\u5f53\u3066\u3089\u308c\u306a\u3044\u540d\u524d\u306f\u3001\u6307\u5c0e\u54e1\u304c\u53f0\u5e33\u3067\u76f4\u3057\u307e\u3059**\n\n**3\u756a\u76ee\u30684\u756a\u76ee\u304c\u3001(c) \u306e\u98df\u3044\u9055\u3044\u3092\u898b\u3064\u3051\u308b\u4ed5\u7d44\u307f\u3067\u3059\u3002** \u767b\u9332\u304c\u5909\u308f\u3063\u305f\u5264\u3092\u3001\u76f8\u8ac7\u304c\u6765\u308b\u524d\u306b\u9632\u9664\u66a6\u306e\u5074\u304b\u3089\u62fe\u3044\u307e\u3059\u3002\n\n**5\u756a\u76ee\u3067\u5f15\u304d\u5f53\u3066\u3089\u308c\u306a\u3044\u540d\u524d\u3092\u6b8b\u3059\u3068\u3001\u56de\u6570\u304c\u6570\u3048\u3089\u308c\u307e\u305b\u3093\u3002** \u7d44\u5408\u54e1\u306e\u624b\u66f8\u304d\u306e\u7565\u79f0\u3084\u3001\u54c1\u5207\u308c\u306e\u3068\u304d\u306e\u4ee3\u308f\u308a\u306e\u5264\u306e\u66f8\u304d\u65b9\u306f\u3001\u6700\u521d\u306e\u6570\u304b\u6708\u3067\u53f0\u5e33\u306b\u305f\u307e\u3063\u3066\u3044\u304d\u307e\u3059\u3002\n\n**\u56de\u6570\u306e\u6570\u3048\u65b9\u306f\u3001\u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0\u306b\u6b21\u306e\u3088\u3046\u306b\u66f8\u304d\u307e\u3059\u3002** \u4eca\u4f5c\u306e\u8a18\u9332\u306e\u884c\u3092\u767b\u9332\u756a\u53f7\u306b\u5f15\u304d\u5f53\u3066\u3001\u305d\u306e\u8fb2\u85ac\u306e\u6709\u52b9\u6210\u5206\u3054\u3068\u306b1\u56de\u305a\u3064\u8db3\u3057\u307e\u3059\u3002\n\n```\nused = {}                                  # \u6210\u5206 \u2192 \u4eca\u4f5c\u3067\u4f7f\u3063\u305f\u56de\u6570\nfor row in records(member, field, season):\n    reg = name_to_reg.get(row.name)        # \u8a18\u9332\u306e\u540d\u524d \u2192 \u767b\u9332\u756a\u53f7\n    if reg is None:\n        flags.add(\"record_unmatched\"); continue\n    for ing in ingredients[reg]:           # \u767b\u9332\u57fa\u672c\u90e8\u306e\u6709\u52b9\u6210\u5206\n        used[ing] = used.get(ing, 0) + 1\nroom_product = limit(times_product) - count_same_reg(records, target_reg)\nroom_ing = {i: limit(t) - used.get(i, 0) for i, t in times_total[target_reg]}\n```\n\n**`limit()` \u306f\u300c3\u56de\u4ee5\u5185\u300d\u304b\u30893\u3092\u53d6\u308a\u51fa\u3059\u3060\u3051\u3067\u3001\u300c\uff08\u80b2\u82d7\u7bb1\u3078\u306e\u51e6\u7406\u306f1\u56de\u4ee5\u5185\uff09\u300d\u306e\u3088\u3046\u306a\u62ec\u5f27\u306e\u6761\u4ef6\u304c\u4ed8\u304f\u884c\u306f\u6570\u3048\u305a\u306b `check` \u306b\u3057\u307e\u3059\u3002** \u62ec\u5f27\u306e\u4e2d\u306f\u4f7f\u7528\u65b9\u6cd5\u3054\u3068\u306e\u4e0a\u9650\u3067\u3001\u8a18\u9332\u306b\u4f7f\u7528\u65b9\u6cd5\u304c\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u3068\u6570\u3048\u5206\u3051\u3089\u308c\u306a\u3044\u304b\u3089\u3067\u3059\u3002\n\n\u4f7f\u7528\u6642\u671f\u306e\u6587\u5b57\u306f\u3001\u6b21\u306e\u5f62\u3060\u3051\u3092\u65e5\u6570\u3068\u3057\u3066\u8aad\u307f\u307e\u3059\u3002\n\n| \u767b\u9332\u306e\u66f8\u304d\u65b9 | \u8aad\u307f\u65b9 |\n|:--|:--|\n| \u53ce\u7a6bN\u65e5\u524d\u307e\u3067 | \u53ce\u7a6b\u306e\u4e88\u5b9a\u65e5\u306e N \u65e5\u524d\u306e\u65e5\u307e\u3067 |\n| \u53ce\u7a6b\u524d\u65e5\u307e\u3067 | \u53ce\u7a6b\u306e\u4e88\u5b9a\u65e5\u306e\u524d\u65e5\u307e\u3067 |\n| \u305d\u308c\u4ee5\u5916\uff08\u5b9a\u690d\u6642\u3001\u751f\u80b2\u671f\u3001\u51fa\u7a42\u524d \u306a\u3069\uff09 | \u8aad\u307e\u305a\u306b `timing_parse` |","ai_processing":"**\u751f\u6210AI\u306b\u3055\u305b\u308b\u306e\u306f\u3001\u9632\u9664\u66a6\u3068\u6280\u8853\u8cc7\u6599\u304b\u3089\u3001\u305d\u306e\u6642\u671f\u306b\u52e7\u3081\u3066\u3044\u308b\u5264\u3068\u6ce8\u610f\u3092\u5f15\u7528\u3057\u3066\u4e26\u3079\u308b\u3053\u3068\u3060\u3051\u3067\u3059\u3002** \u767b\u9332\u306e\u884c\u3001\u56de\u6570\u3001\u65e5\u6570\u306f\u3001\u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u8868\u3068\u3057\u3066\u51fa\u3057\u307e\u3059\u3002\n\n| \u3055\u305b\u308b\u3053\u3068 | \u4e2d\u8eab |\n|:--|:--|\n| \u9632\u9664\u66a6\u306e\u52e7\u3081\u3092\u5f15\u7528\u3059\u308b | \u54c1\u76ee\u30fb\u4f5c\u578b\u306e\u3001\u305d\u306e\u6642\u671f\u306e\u5264\u3068\u6563\u5e03\u306e\u76ee\u5b89\u3092\u3001\u9632\u9664\u66a6\u306e\u8a00\u8449\u306e\u307e\u307e |\n| \u6ce8\u610f\u3092\u5f15\u7528\u3059\u308b | \u6280\u8853\u8cc7\u6599\u306e\u3001\u62b5\u6297\u6027\u306e\u6ce8\u610f\u3084\u6df7\u7528\u306e\u6ce8\u610f |\n| \u51fa\u5178\u3092\u793a\u3059 | \u9632\u9664\u66a6\u306e\u5e74\u5ea6\u30fb\u54c1\u76ee\u30fb\u4f5c\u578b\u3001\u6280\u8853\u8cc7\u6599\u306e\u540d\u524d |\n\n| \u3055\u305b\u306a\u3044\u3053\u3068 | \u7406\u7531 |\n|:--|:--|\n| \u4f7f\u3048\u308b\u304b\u30fb\u4f7f\u3048\u306a\u3044\u304b\u306e\u7d50\u8ad6 | \u767b\u9332\u306e\u884c\u3068\u56de\u6570\u3068\u65e5\u6570\u3067\u3001\u6307\u5c0e\u54e1\u304c\u78ba\u304b\u3081\u308b |\n| \u4f7f\u7528\u56de\u6570\u3092\u6570\u3048\u308b | \u6709\u52b9\u6210\u5206\u3054\u3068\u306b\u3001\u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u8a18\u9332\u304b\u3089\u6570\u3048\u308b |\n| \u53ce\u7a6b\u307e\u3067\u306e\u65e5\u6570\u3092\u8a08\u7b97\u3059\u308b | \u65e5\u4ed8\u306e\u8a08\u7b97\u3067\u51fa\u3059 |\n| \u767b\u9332\u306b\u7121\u3044\u4f5c\u7269\u30fb\u75c5\u5bb3\u866b\u3078\u306e\u4f7f\u3044\u65b9\u3092\u52e7\u3081\u308b | \u767b\u9332\u306e\u7bc4\u56f2\u306e\u5916 |\n| \u5e0c\u91c8\u500d\u6570\u3084\u4f7f\u7528\u91cf\u3092\u4e00\u822c\u8ad6\u3067\u66f8\u304f | \u767b\u9332\u306e\u884c\u3068\u9632\u9664\u66a6\u306b\u3042\u308b\u3082\u306e\u3060\u3051 |\n\n**answer \u30e1\u30bd\u30c3\u30c9\u306e\u8a2d\u5b9a\u306f\u6b21\u306e\u3088\u3046\u306b\u3057\u307e\u3059\u3002**\n\n| \u8a2d\u5b9a | \u5024 | \u7406\u7531 |\n|:--|:--|:--|\n| `includeCitations` | \u6709\u52b9 | \u9632\u9664\u66a6\u306e\u5e74\u5ea6\u30fb\u54c1\u76ee\u30fb\u4f5c\u578b\u3092\u793a\u3059\uff08\u65e2\u5b9a\u306f\u7121\u52b9\uff09 |\n| `ignoreLowRelevantContent` | \u6709\u52b9 | \u95a2\u4fc2\u306e\u8584\u3044\u66a6\u3067\u7b54\u3048\u306a\u3044 |\n| `filter` | \u54c1\u76ee\u3001\u4f5c\u578b\u3001\u5e74\u5ea6 | \u305d\u306e\u5703\u5834\u306e\u4f5c\u578b\u306e\u66a6\u3060\u3051\u3092\u5f15\u304f |\n| `groundingSpec` | `includeGroundingSupports` \u3092\u6709\u52b9 | \u6587\u3054\u3068\u306e\u6839\u62e0\u306e\u30b9\u30b3\u30a2\u3092\u53d7\u3051\u53d6\u308b |\n| `promptSpec.preamble` | \u4e0b\u306e\u6307\u793a | \u7b54\u3048\u65b9\u306e\u898f\u5247\u3092\u4e0e\u3048\u308b |","prompt_example":"answer \u30e1\u30bd\u30c3\u30c9\u306e `promptSpec.preamble` \u306b\u3001\u6b21\u306e\u6307\u793a\u3092\u5165\u308c\u307e\u3059\u3002\u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0\u306f\u3001\u54c1\u76ee\u3001\u4f5c\u578b\u3001\u75c5\u5bb3\u866b\u3001\u4f7f\u3046\u4e88\u5b9a\u306e\u65e5\u3092\u691c\u7d22\u306e\u6587\u306e\u5148\u982d\u306b\u4ed8\u3051\u307e\u3059\u3002\n\n```\n\u3042\u306a\u305f\u306f\u8fb2\u5354\u306e\u55b6\u8fb2\u90e8\u306e\u62c5\u5f53\u3068\u3057\u3066\u3001\u55b6\u8fb2\u6307\u5c0e\u54e1\u304c\u7d44\u5408\u54e1\u306e\u8fb2\u85ac\u306e\u76f8\u8ac7\u306b\n\u7b54\u3048\u308b\u305f\u3081\u306e\u6750\u6599\u3092\u3001\u7523\u5730\u306e\u9632\u9664\u66a6\u3068\u6280\u8853\u8cc7\u6599\u304b\u3089\u4f5c\u308b\u7acb\u5834\u3067\u3059\u3002\n\u8aad\u3080\u306e\u306f\u55b6\u8fb2\u6307\u5c0e\u54e1\u3067\u3001\u8fb2\u85ac\u306e\u767b\u9332\u5185\u5bb9\u306f\u5225\u306e\u8868\u3067\u78ba\u304b\u3081\u307e\u3059\u3002\n\n\u3010\u524d\u63d0\u3011\n\u691c\u7d22\u306e\u6587\u306e\u6700\u521d\u306b\u3001\u54c1\u76ee\u3001\u4f5c\u578b\u3001\u75c5\u5bb3\u866b\u3001\u4f7f\u3046\u4e88\u5b9a\u306e\u65e5\u304c\u4e26\u3093\u3067\u3044\u307e\u3059\u3002\n\u691c\u7d22\u306e\u5bfe\u8c61\u306f\u3001\u305d\u306e\u54c1\u76ee\u30fb\u4f5c\u578b\u306e\u4eca\u5e74\u5ea6\u306e\u9632\u9664\u66a6\u3068\u6280\u8853\u8cc7\u6599\u3060\u3051\u3067\u3059\u3002\n\n\u3010\u7b54\u3048\u65b9\u3011\n1. \u305d\u306e\u6642\u671f\u306b\u9632\u9664\u66a6\u304c\u52e7\u3081\u3066\u3044\u308b\u5264\u3068\u6563\u5e03\u306e\u76ee\u5b89\u3092\u3001\u66a6\u306e\u8a00\u8449\u306e\u307e\u307e\u5f15\u7528\u3059\u308b\n2. \u6280\u8853\u8cc7\u6599\u306b\u3001\u62b5\u6297\u6027\u3084\u6df7\u7528\u306e\u6ce8\u610f\u304c\u3042\u308c\u3070\u5f15\u7528\u3059\u308b\n3. \u51fa\u5178\u3068\u3057\u3066\u3001\u9632\u9664\u66a6\u306e\u5e74\u5ea6\u30fb\u54c1\u76ee\u30fb\u4f5c\u578b\u3001\u307e\u305f\u306f\u6280\u8853\u8cc7\u6599\u306e\u540d\u524d\u3092\u66f8\u304f\n\n\u3010\u53b3\u5b88\u4e8b\u9805\u3011\n- \u4f7f\u3048\u308b\u3001\u4f7f\u3048\u306a\u3044\u3001\u307e\u3060\u5927\u4e08\u592b\u3001\u3068\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u4f7f\u7528\u56de\u6570\u3092\u6570\u3048\u305f\u308a\u3001\u6b8b\u308a\u306e\u56de\u6570\u3092\u66f8\u3044\u305f\u308a\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u53ce\u7a6b\u307e\u3067\u4f55\u65e5\u3042\u308b\u304b\u3001\u4f7f\u7528\u6642\u671f\u306b\u9593\u306b\u5408\u3046\u304b\u3092\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u9632\u9664\u66a6\u3068\u6280\u8853\u8cc7\u6599\u306b\u7121\u3044\u5264\u3001\u5e0c\u91c8\u500d\u6570\u3001\u4f7f\u7528\u91cf\u3092\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n  \u4e00\u822c\u7684\u306a\u9632\u9664\u306e\u77e5\u8b58\u3067\u88dc\u308f\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u767b\u9332\u306e\u5185\u5bb9\u306f\u5225\u306e\u8868\u3067\u78ba\u304b\u3081\u308b\u306e\u3067\u3001\u767b\u9332\u306b\u3064\u3044\u3066\u63a8\u6e2c\u3067\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u8a72\u5f53\u3059\u308b\u7b87\u6240\u304c\u898b\u3064\u304b\u3089\u306a\u3044\u3068\u304d\u306f\u3001\n  \u300c\u9632\u9664\u66a6\u306b\u8a72\u5f53\u3059\u308b\u7b87\u6240\u306f\u3042\u308a\u307e\u305b\u3093\u3067\u3057\u305f\u300d\u3068\u3060\u3051\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n```\n\n**\u300c\u307e\u3060\u5927\u4e08\u592b\u3068\u66f8\u304b\u306a\u3044\u300d\u3092\u660e\u8a18\u3057\u306a\u3044\u3068\u3001AI\u306f\u9632\u9664\u66a6\u306e\u6642\u671f\u3068\u4f7f\u3046\u4e88\u5b9a\u306e\u65e5\u3092\u898b\u6bd4\u3079\u3066\u5224\u65ad\u3092\u66f8\u304d\u307e\u3059\u3002** \u9632\u9664\u66a6\u306e\u300c\u53ce\u7a6b\u524d\u306e\u6700\u7d42\u6563\u5e03\u300d\u306e\u6b04\u3092\u5f15\u3044\u3066\u300c\u4e88\u5b9a\u65e5\u306a\u3089\u9593\u306b\u5408\u3044\u307e\u3059\u300d\u3068\u66f8\u304d\u307e\u3059\u304c\u3001**\u5b88\u308b\u3079\u304d\u306f\u767b\u9332\u306e\u4f7f\u7528\u6642\u671f\u3067\u3001\u66a6\u306e\u6b04\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002**","output_data":"**\u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u3001\u767b\u9332\u306e\u884c\u30fb\u56de\u6570\u30fb\u65e5\u6570\u30fb\u9632\u9664\u66a6\u306e\u5f15\u7528\u3092\u6b21\u306e\u5f62\u306b\u307e\u3068\u3081\u307e\u3059\u3002**\n\n```json\n{\n  \"consult_id\": \"\",\n  \"crop\": \"\", \"crop_group_used\": \"\", \"pest_input\": \"\",\n  \"registration\": [ { \"reg_no\": \"\", \"name\": \"\", \"pest\": \"\", \"timing\": \"\",\n                      \"method\": \"\", \"times_product\": \"\",\n                      \"ingredients\": [ { \"name\": \"\", \"times_total\": \"\", \"used\": 0 } ],\n                      \"release\": \"\" } ],\n  \"days_to_harvest\": 0,\n  \"calendar\": [ { \"quote\": \"\", \"source\": \"\", \"uri\": \"\" } ],\n  \"flags\": [],\n  \"route\": \"ok | check\"\n}\n```\n\n`registration` \u306f\u767b\u9332\u5185\u5bb9\u306e\u691c\u7d22\u306e\u8fd4\u308a\u5024\u304b\u3089\u3001`used` \u306f\u9632\u9664\u306e\u8a18\u9332\u304b\u3089\u3001`days_to_harvest` \u306f\u65e5\u4ed8\u304b\u3089\u3001\u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u5165\u308c\u307e\u3059\u3002**`calendar` \u3060\u3051\u304c answer \u30e1\u30bd\u30c3\u30c9\u306e\u8fd4\u308a\u5024\u3067\u3059\u3002** \u5f15\u7528\u306e\u4f4d\u7f6e\u306f UTF-8 \u306e\u30d0\u30a4\u30c8\u6570\u306a\u306e\u3067\u3001\u65e5\u672c\u8a9e\u306e\u6587\u3092\u6587\u5b57\u6570\u3067\u5207\u308b\u3068\u305a\u308c\u307e\u3059\u3002\n\n**`route` \u306f\u6b21\u306e\u898f\u5247\u3067\u6c7a\u3081\u307e\u3059\u3002**\n\n| `flags` | \u7acb\u3066\u308b\u6761\u4ef6 |\n|:--|:--|\n| `not_registered` | \u8fb2\u85ac\u30fb\u4f5c\u7269\uff08\u307e\u305f\u306f\u4f5c\u7269\u7fa4\uff09\u306e\u884c\u304c\u7121\u3044 |\n| `pest_unmatched` | \u8fd4\u3063\u3066\u304d\u305f\u884c\u306e `pest` \u304c\u3001\u5165\u308c\u305f\u75c5\u5bb3\u866b\u3068\u6587\u5b57\u3067\u4e00\u81f4\u3057\u306a\u3044 |\n| `times_no_room` | \u672c\u5264\u306e\u56de\u6570\u304b\u3001\u6210\u5206\u3054\u3068\u306e\u7dcf\u4f7f\u7528\u56de\u6570\u306e\u6b8b\u308a\u304c0 |\n| `timing_parse` | \u4f7f\u7528\u6642\u671f\u304c\u300c\u53ce\u7a6bN\u65e5\u524d\u307e\u3067\u300d\u300c\u53ce\u7a6b\u524d\u65e5\u307e\u3067\u300d\u306e\u5f62\u3067\u306a\u304f\u3001\u65e5\u6570\u3067\u6bd4\u3079\u3089\u308c\u306a\u3044 |\n| `timing_out` | \u53ce\u7a6b\u307e\u3067\u306e\u65e5\u6570\u304c\u3001\u4f7f\u7528\u6642\u671f\u306e\u65e5\u6570\u3088\u308a\u5c11\u306a\u3044 |\n| `record_unmatched` | \u9632\u9664\u306e\u8a18\u9332\u306b\u3001\u767b\u9332\u756a\u53f7\u306b\u5f15\u304d\u5f53\u3066\u3089\u308c\u306a\u3044\u540d\u524d\u304c\u3042\u308b |\n| `calendar_conflict` | \u9632\u9664\u66a6\u304c\u52e7\u3081\u308b\u5264\u304c\u3001\u524d\u306e\u7248\u3068\u306e\u6bd4\u8f03\u306e\u4e00\u89a7\u306b\u5165\u3063\u3066\u3044\u308b |\n\n**\u3069\u308c\u306b\u3082\u5f53\u305f\u3089\u306a\u3044\u3082\u306e\u3060\u3051\u304c `ok` \u3067\u3059\u3002** `ok` \u3067\u3082\u3001\u7d44\u5408\u54e1\u306b\u7b54\u3048\u308b\u306e\u306f\u6307\u5c0e\u54e1\u3067\u3059\u3002**`timing_parse` \u306f\u300c\u5b9a\u690d\u6642\u300d\u300c\u751f\u80b2\u671f\u300d\u306e\u3088\u3046\u306a\u66f8\u304d\u65b9\u306e\u884c\u3067\u3001\u65e5\u6570\u306e\u6bd4\u3079\u65b9\u3092\u6a5f\u68b0\u304c\u6c7a\u3081\u3089\u308c\u306a\u3044\u3082\u306e\u3067\u3059\u3002** \u6307\u5c0e\u54e1\u304c\u767b\u9332\u306e\u8a00\u8449\u3092\u8aad\u3093\u3067\u5224\u65ad\u3057\u307e\u3059\u3002","integration_systems":"| \u3064\u306a\u304e\u5148 | \u65b9\u5f0f | \u5185\u5bb9 |\n|:--|:--|:--|\n| \u76f8\u8ac7\u306e\u753b\u9762 | \u753b\u9762\u304b\u3089\u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u547c\u3076 | 5\u9805\u76ee\u3092\u53d7\u3051\u53d6\u308a\u30011\u679a\u306e\u6750\u6599\u3092\u8fd4\u3059 |\n| \u767b\u9332\u5185\u5bb9\u306e\u30c7\u30fc\u30bf\u30b9\u30c8\u30a2 | \u691c\u7d22\uff08\u69cb\u9020\u5316\u30c7\u30fc\u30bf\uff09 | \u8fb2\u85ac\u30fb\u4f5c\u7269\u30fb\u75c5\u5bb3\u866b\u306e\u884c |\n| \u9632\u9664\u306e\u8a18\u9332 | \u8aad\u307f\u51fa\u3057 | \u7d44\u5408\u54e1\u30fb\u5703\u5834\u30fb\u4f5c\u578b\u306e\u4f7f\u3063\u305f\u8fb2\u85ac\u3068\u65e5\u4ed8 |\n| \u9632\u9664\u66a6\u306e\u30c7\u30fc\u30bf\u30b9\u30c8\u30a2 | answer \u30e1\u30bd\u30c3\u30c9 | \u305d\u306e\u6642\u671f\u306e\u52e7\u3081\u3068\u6ce8\u610f\u306e\u5f15\u7528 |\n| \u55b6\u8fb2\u90e8\u306e\u4e00\u89a7 | 1\u884c\u8db3\u3059 | `calendar_conflict` \u3092\u9632\u9664\u66a6\u306e\u62c5\u5f53\u306b\u77e5\u3089\u305b\u308b |\n\n**\u9632\u9664\u306e\u8a18\u9332\u306b\u306f\u66f8\u304d\u8fbc\u307f\u307e\u305b\u3093\u3002** \u7d44\u5408\u54e1\u304c\u76f8\u8ac7\u306e\u3042\u3068\u306b\u4f7f\u3063\u305f\u304b\u3069\u3046\u304b\u306f\u3001\u7d44\u5408\u54e1\u304c\u51fa\u3059\u8a18\u9332\u3067\u6b8b\u308a\u307e\u3059\u3002","human_review":"**\u7d44\u5408\u54e1\u306b\u7b54\u3048\u308b\u306e\u306f\u3001\u3044\u3064\u3082\u6307\u5c0e\u54e1\u3067\u3059\u3002** \u6750\u6599\u306e1\u679a\u3092\u8aad\u307f\u3001\u6b21\u306e\u9806\u306b\u78ba\u304b\u3081\u307e\u3059\u3002\n\n1. **\u767b\u9332\u306e\u884c\u3092\u78ba\u304b\u3081\u308b** \u2026 `pest` \u304c\u76f8\u8ac7\u306e\u75c5\u5bb3\u866b\u304b\u3001`crop_group_used` \u304c\u6b63\u3057\u3044\u7fa4\u304b\u3092\u898b\u307e\u3059\n2. **\u56de\u6570\u3092\u78ba\u304b\u3081\u308b** \u2026 \u6210\u5206\u3054\u3068\u306e `used` \u3068 `times_total` \u3092\u898b\u3066\u3001\u8a18\u9332\u306e\u5f15\u304d\u5f53\u3066\u306b `record_unmatched` \u304c\u7121\u3044\u304b\u3092\u898b\u307e\u3059\n3. **\u4f7f\u7528\u6642\u671f\u3092\u78ba\u304b\u3081\u308b** \u2026 `timing` \u3068 `days_to_harvest` \u3092\u898b\u307e\u3059\u3002**\u53ce\u7a6b\u306e\u4e88\u5b9a\u304c\u305a\u308c\u305d\u3046\u306a\u3089\u3001\u7d44\u5408\u54e1\u306b\u305d\u306e\u524d\u63d0\u3067\u4f1d\u3048\u307e\u3059**\n4. **`check` \u306f\u767b\u9332\u306e\u753b\u9762\u3067\u958b\u304d\u76f4\u3059** \u2026 \u8fb2\u85ac\u767b\u9332\u60c5\u5831\u63d0\u4f9b\u30b7\u30b9\u30c6\u30e0\u3067\u3001\u305d\u306e\u8fb2\u85ac\u306e\u9069\u7528\u8868\u3092\u958b\u3044\u3066\u78ba\u304b\u3081\u307e\u3059\n\n**3\u756a\u76ee\u306e\u300c\u53ce\u7a6b\u306e\u4e88\u5b9a\u304c\u305a\u308c\u305d\u3046\u300d\u306f\u3001\u6a5f\u68b0\u306b\u306f\u5206\u304b\u308a\u307e\u305b\u3093\u3002** \u5929\u5019\u3067\u53ce\u7a6b\u304c\u65e9\u307e\u308c\u3070\u3001\u4f7f\u7528\u6642\u671f\u3092\u5272\u308a\u8fbc\u307f\u307e\u3059\u3002**\u767b\u9332\u306e\u4f7f\u7528\u6642\u671f\u304c\u53ce\u7a6b\u306e\u4f55\u65e5\u524d\u307e\u3067\u304b\u3092\u3001\u7d44\u5408\u54e1\u306b\u6570\u5b57\u3067\u4f1d\u3048\u307e\u3059\u3002**\n\n**\u7d44\u5408\u54e1\u3078\u306e\u4f1d\u3048\u65b9\u306f\u3001\u767b\u9332\u306e\u8a00\u8449\u3068\u6570\u5b57\u3092\u305d\u306e\u307e\u307e\u4f7f\u3044\u307e\u3059\u3002** \u300c\u3053\u306e\u5264\u306f\u30ad\u30e3\u30d9\u30c4\u306e\u30b3\u30ca\u30ac\u306b\u767b\u9332\u304c\u3042\u308a\u3001\u53ce\u7a6b7\u65e5\u524d\u307e\u3067\u3001\u672c\u5264\u306f3\u56de\u4ee5\u5185\u3067\u3059\u3002\u540c\u3058\u6210\u5206\u3092\u542b\u3080\u5264\u3092\u4eca\u4f5c\u30672\u56de\u4f7f\u3063\u3066\u3044\u308b\u306e\u3067\u3001\u6210\u5206\u3068\u3057\u3066\u306f\u3042\u30682\u56de\u3067\u3059\u300d\u306e\u3088\u3046\u306b\u3001**\u3069\u306e\u884c\u306e\u3069\u306e\u6570\u5b57\u304b\u304c\u5206\u304b\u308b\u5f62\u3067\u4f1d\u3048\u3001** \u76f8\u8ac7\u306e\u8a18\u9332\u306b\u3082\u540c\u3058\u8a00\u8449\u3067\u66f8\u304d\u307e\u3059\u3002","exception_handling":"| \u8d77\u304d\u308b\u3053\u3068 | \u5bfe\u5fdc |\n|:--|:--|\n| \u7d44\u5408\u54e1\u306e\u756a\u53f7\u304b\u5703\u5834\u304c\u7121\u3044 | \u56de\u6570\u3092\u6570\u3048\u305a `check`\u3002\u767b\u9332\u306e\u884c\u3068\u9632\u9664\u66a6\u3060\u3051\u3092\u8fd4\u3059 |\n| \u4f5c\u7269\u304c\u4f5c\u7269\u7fa4\u306e\u8868\u306b\u7121\u3044 | \u500b\u5225\u306e\u4f5c\u7269\u306e\u884c\u3060\u3051\u3067\u691c\u7d22\u3057\u3001`not_registered` \u306a\u3089 `check` |\n| CSV\u306e\u53d6\u308a\u76f4\u3057\u306b\u5931\u6557\u3057\u305f | \u524d\u306e\u7248\u306e\u307e\u307e\u4f7f\u3044\u3001\u53cd\u6620\u306e\u65e5\u3092\u753b\u9762\u3067\u8d64\u304f\u51fa\u3059 |\n| \u6df7\u5408\u5264\u3067\u6210\u5206\u304c3\u3064\u3042\u308b | \u6210\u5206\u3054\u3068\u306b\u56de\u6570\u3092\u6570\u3048\u3001\u3069\u308c\u304b1\u3064\u3067\u3082\u6b8b\u308a\u304c0\u306a\u3089 `times_no_room` |\n| \u9632\u9664\u306e\u8a18\u9332\u306b\u65e5\u4ed8\u306e\u7121\u3044\u884c\u304c\u3042\u308b | \u4eca\u4f5c\u306e\u56de\u6570\u306b\u5165\u308c\u3001`record_unmatched` \u3067\u6307\u5c0e\u54e1\u3078 |\n| \u767b\u9332\u304c\u5931\u52b9\u3057\u305f\u8fb2\u85ac\u3092\u805e\u304b\u308c\u305f | \u884c\u304c\u7121\u3044\u306e\u3067 `not_registered`\u3002\u6307\u5c0e\u54e1\u304c\u5931\u52b9\u306e\u60c5\u5831\u3092\u78ba\u304b\u3081\u308b |\n| \u691c\u7d22\u306e\u547c\u3073\u51fa\u3057\u304c\u5931\u6557\u3057\u305f | \u300c\u78ba\u8a8d\u3067\u304d\u307e\u305b\u3093\u3067\u3057\u305f\u300d\u3068\u8fd4\u3057\u3001\u5f93\u6765\u3069\u304a\u308a\u767b\u9332\u306e\u753b\u9762\u3067\u8abf\u3079\u308b |\n\n**5\u884c\u76ee\u3067\u65e5\u4ed8\u306e\u7121\u3044\u884c\u3092\u4eca\u4f5c\u306b\u5165\u308c\u308b\u306e\u306f\u3001\u56de\u6570\u3092\u5c11\u306a\u304f\u6570\u3048\u306a\u3044\u305f\u3081\u3067\u3059\u3002** \u5c11\u306a\u304f\u6570\u3048\u305f\u8aa4\u308a\u306f\u4f7f\u7528\u306e\u57fa\u6e96\u306e\u9055\u53cd\u306b\u3064\u306a\u304c\u308a\u3001\u591a\u304f\u6570\u3048\u305f\u8aa4\u308a\u306f\u6307\u5c0e\u54e1\u304c\u8a18\u9332\u3092\u898b\u308c\u3070\u76f4\u305b\u307e\u3059\u3002","log_storage":"- \u76f8\u8ac7\u306e5\u9805\u76ee\u3001\u7d44\u5408\u54e1\u3068\u5703\u5834\u3001\u6307\u5c0e\u54e1\u3001\u65e5\u6642\n- \u4f7f\u3063\u305f\u767b\u9332\u5185\u5bb9\u306e\u7248\uff08\u53cd\u6620\u306e\u65e5\uff09\u3068\u3001\u8fd4\u3063\u3066\u304d\u305f\u884c\n- \u56de\u6570\u306e\u6570\u3048\u65b9\u306e\u5185\u8a33\uff08\u8a18\u9332\u306e\u3069\u306e\u884c\u3092\u3001\u3069\u306e\u6210\u5206\u3067\u6570\u3048\u305f\u304b\uff09\n- answer \u30e1\u30bd\u30c3\u30c9\u306e\u8fd4\u308a\u5024\u306e\u5168\u6587\u3001`flags` \u3068 `route`\n- \u6307\u5c0e\u54e1\u304c\u7d44\u5408\u54e1\u306b\u7b54\u3048\u305f\u5185\u5bb9\uff08\u76f8\u8ac7\u306e\u8a18\u9332\u306b\u672c\u4eba\u304c\u66f8\u304f\uff09\n\n**\u56de\u6570\u306e\u5185\u8a33\u3092\u6b8b\u3059\u306e\u306f\u3001\u51fa\u8377\u306e\u524d\u306e\u78ba\u304b\u3081\u3067\u98df\u3044\u9055\u3044\u304c\u51fa\u305f\u3068\u304d\u306b\u3001\u3069\u306e\u8a18\u9332\u3092\u3069\u3046\u6570\u3048\u305f\u304b\u3092\u793a\u3059\u305f\u3081\u3067\u3059\u3002**","implementation_level":"\u672c\u683c\u69cb\u6210","difficulty":3,"cost_band":"\u5927","cost_level_label":"RAG\u30fb\u500b\u5225\u958b\u767a","security_level":"\u4e2d","implementation_status":"\u69cb\u6210\u4f8b","assumption_people":18,"assumption_frequency":1200,"assumption_workdays":20,"volume_month":1200,"before_minutes_per_case":9,"after_minutes_per_case":4,"hourly_cost":3200,"before_hours_month":180,"after_hours_month":80,"saved_hours_month":100,"reduction_rate":56,"saved_hours_year":1200,"annual_cost_effect":3840000,"summary":"\u7d44\u5408\u54e1\u304b\u3089\u300c\u30ad\u30e3\u30d9\u30c4\u306e\u30b3\u30ca\u30ac\u306b\u3053\u306e\u5264\u306f\u307e\u3060\u4f7f\u3048\u308b\u304b\u300d\u3068\u76f8\u8ac7\u3092\u53d7\u3051\u305f\u6307\u5c0e\u54e1\u304c\u3001\u4f5c\u7269\u30fb\u75c5\u5bb3\u866b\u30fb\u8fb2\u85ac\u30fb\u53ce\u7a6b\u306e\u4e88\u5b9a\u65e5\u3092\u5165\u308c\u308b\u3068\u3001\u8fb2\u85ac\u306e\u767b\u9332\u5185\u5bb9\u3068\u7523\u5730\u306e\u9632\u9664\u66a6\u304b\u3089\u5f53\u305f\u308b\u7b87\u6240\u3092\u5f15\u7528\u3057\u3001\u9632\u9664\u306e\u8a18\u9332\u304b\u3089\u4f7f\u3063\u305f\u56de\u6570\u3092\u6570\u3048\u3066\u7b54\u3048\u306e\u6750\u6599\u3092\u8fd4\u3057\u307e\u3059\u3002\u7b54\u3048\u308b\u306e\u306f\u6307\u5c0e\u54e1\u3067\u3059\u3002","before_flow":"1. \u6307\u5c0e\u54e1\u304c\u3001\u7d44\u5408\u54e1\u304b\u3089\u4f5c\u7269\u3001\u75c5\u5bb3\u866b\u3001\u4f7f\u3044\u305f\u3044\u8fb2\u85ac\u3001\u53ce\u7a6b\u306e\u4e88\u5b9a\u3092\u805e\u304d\u53d6\u308b\n2. \u8fb2\u85ac\u767b\u9332\u60c5\u5831\u63d0\u4f9b\u30b7\u30b9\u30c6\u30e0\u3067\u3001\u305d\u306e\u8fb2\u85ac\u306e\u9069\u7528\u8868\u304b\u3089\u4f5c\u7269\u3068\u75c5\u5bb3\u866b\u306e\u884c\u3092\u63a2\u3057\u3001\u4f7f\u7528\u6642\u671f\u3068\u4f7f\u7528\u56de\u6570\u3092\u78ba\u304b\u3081\u308b\n3. \u8fb2\u85ac\u306e\u6709\u52b9\u6210\u5206\u3092\u78ba\u304b\u3081\u3001\u6210\u5206\u3054\u3068\u306e\u7dcf\u4f7f\u7528\u56de\u6570\u3092\u898b\u308b\n4. \u7d44\u5408\u54e1\u306e\u9632\u9664\u306e\u8a18\u9332\u3092\u958b\u304d\u3001\u4eca\u4f5c\u3067\u540c\u3058\u6210\u5206\u3092\u542b\u3080\u8fb2\u85ac\u3092\u4f55\u56de\u4f7f\u3063\u305f\u304b\u3092\u6570\u3048\u308b\n5. \u7523\u5730\u306e\u9632\u9664\u66a6\u3067\u3001\u52e7\u3081\u3066\u3044\u308b\u5264\u3068\u6642\u671f\u3092\u78ba\u304b\u3081\u308b\n6. \u7d44\u5408\u54e1\u306b\u7b54\u3048\u3001\u76f8\u8ac7\u306e\u8a18\u9332\u3092\u66f8\u304f\n\n**\uff08a\uff09\u6709\u52b9\u6210\u5206\u3054\u3068\u306e\u7dcf\u4f7f\u7528\u56de\u6570\u3092\u6570\u3048\u6f0f\u3089\u3059\u3002** \u7d44\u5408\u54e1\u306f\u5546\u54c1\u306e\u540d\u524d\u3067\u899a\u3048\u3066\u3044\u307e\u3059\u3002**\u6210\u5206\u304c\u540c\u3058\u5225\u306e\u5546\u54c1\u3092\u524d\u306b\u4f7f\u3063\u3066\u3044\u305f\u3053\u3068\u306b\u6c17\u3065\u304b\u305a\u3001\u300c\u3053\u306e\u5264\u306f1\u56de\u76ee\u306a\u306e\u3067\u5927\u4e08\u592b\u300d\u3068\u7b54\u3048\u308b**\u3053\u3068\u304c\u8d77\u304d\u307e\u3059\u3002\n\n**\uff08b\uff09\u4f5c\u7269\u7fa4\u306e\u767b\u9332\u3067\u8ff7\u3046\u3002** \u767b\u9332\u304c\u500b\u5225\u306e\u4f5c\u7269\u3067\u306f\u306a\u304f\u4f5c\u7269\u7fa4\uff08\u300c\u975e\u7d50\u7403\u3042\u3076\u3089\u306a\u79d1\u8449\u83dc\u985e\u300d\u306a\u3069\uff09\u3067\u4ed8\u3044\u3066\u3044\u308b\u8fb2\u85ac\u304c\u3042\u308a\u307e\u3059\u3002**\u305d\u306e\u4f5c\u7269\u304c\u7fa4\u306b\u5165\u308b\u306e\u304b\u3001\u500b\u5225\u306e\u4f5c\u7269\u306b\u5225\u306e\u767b\u9332\u304c\u3042\u308b\u306e\u304b\u3092\u78ba\u304b\u3081\u308b\u306e\u306b\u6642\u9593\u304c\u304b\u304b\u308a\u307e\u3059\u3002**\n\n**\uff08c\uff09\u9632\u9664\u66a6\u3068\u767b\u9332\u306e\u98df\u3044\u9055\u3044\u306b\u6c17\u3065\u304b\u306a\u3044\u3002** \u9632\u9664\u66a6\u306e\u3068\u304a\u308a\u306b\u7b54\u3048\u305f\u304c\u3001\u5e74\u306e\u9014\u4e2d\u3067\u4f7f\u7528\u6642\u671f\u304c\u5909\u308f\u3063\u3066\u3044\u305f\u3001\u3068\u3044\u3046\u3053\u3068\u304c\u8d77\u304d\u307e\u3059\u3002**\u51fa\u8377\u306e\u524d\u306e\u78ba\u304b\u3081\u3067\u5206\u304b\u308b\u3068\u3001\u305d\u306e\u5703\u5834\u306e\u51fa\u8377\u304c\u6b62\u307e\u308a\u307e\u3059\u3002**\n\n**\uff08d\uff09\u7b54\u3048\u304c\u6307\u5c0e\u54e1\u306b\u3088\u3063\u3066\u9055\u3046\u3002** \u7d4c\u9a13\u306e\u3042\u308b\u6307\u5c0e\u54e1\u306f\u6210\u5206\u3068\u4f5c\u7269\u7fa4\u3092\u899a\u3048\u3066\u3044\u3066\u65e9\u304f\u7b54\u3048\u307e\u3059\u304c\u3001\u65b0\u3057\u3044\u6307\u5c0e\u54e1\u306f1\u4ef6\u305a\u3064\u8abf\u3079\u307e\u3059\u3002**\u7e41\u5fd9\u671f\u306b\u306f\u3001\u8abf\u3079\u304d\u308c\u305a\u306b\u300c\u78ba\u8a8d\u3057\u3066\u6298\u308a\u8fd4\u3059\u300d\u304c\u7a4d\u307f\u4e0a\u304c\u308a\u307e\u3059\u3002**","before_flow_steps":["\u6307\u5c0e\u54e1\u304c\u3001\u7d44\u5408\u54e1\u304b\u3089\u4f5c\u7269\u3001\u75c5\u5bb3\u866b\u3001\u4f7f\u3044\u305f\u3044\u8fb2\u85ac\u3001\u53ce\u7a6b\u306e\u4e88\u5b9a\u3092\u805e\u304d\u53d6\u308b","\u8fb2\u85ac\u767b\u9332\u60c5\u5831\u63d0\u4f9b\u30b7\u30b9\u30c6\u30e0\u3067\u3001\u305d\u306e\u8fb2\u85ac\u306e\u9069\u7528\u8868\u304b\u3089\u4f5c\u7269\u3068\u75c5\u5bb3\u866b\u306e\u884c\u3092\u63a2\u3057\u3001\u4f7f\u7528\u6642\u671f\u3068\u4f7f\u7528\u56de\u6570\u3092\u78ba\u304b\u3081\u308b","\u8fb2\u85ac\u306e\u6709\u52b9\u6210\u5206\u3092\u78ba\u304b\u3081\u3001\u6210\u5206\u3054\u3068\u306e\u7dcf\u4f7f\u7528\u56de\u6570\u3092\u898b\u308b","\u7d44\u5408\u54e1\u306e\u9632\u9664\u306e\u8a18\u9332\u3092\u958b\u304d\u3001\u4eca\u4f5c\u3067\u540c\u3058\u6210\u5206\u3092\u542b\u3080\u8fb2\u85ac\u3092\u4f55\u56de\u4f7f\u3063\u305f\u304b\u3092\u6570\u3048\u308b","\u7523\u5730\u306e\u9632\u9664\u66a6\u3067\u3001\u52e7\u3081\u3066\u3044\u308b\u5264\u3068\u6642\u671f\u3092\u78ba\u304b\u3081\u308b","\u7d44\u5408\u54e1\u306b\u7b54\u3048\u3001\u76f8\u8ac7\u306e\u8a18\u9332\u3092\u66f8\u304f"],"after_flow":"1. **\u3010\u4eba\u3011** \u6307\u5c0e\u54e1\u304c\u3001\u76f8\u8ac7\u306e\u753b\u9762\u3067\u7d44\u5408\u54e1\u306e\u756a\u53f7\u3001\u5703\u5834\u3001\u4f5c\u7269\u3001\u75c5\u5bb3\u866b\u3001\u4f7f\u3044\u305f\u3044\u8fb2\u85ac\u3001\u4f7f\u3046\u4e88\u5b9a\u306e\u65e5\u3001\u53ce\u7a6b\u306e\u4e88\u5b9a\u65e5\u3092\u5165\u308c\u3066\u9001\u308b\n2. **\u3010\u81ea\u52d5\u3011** \u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u3001\u4f5c\u7269\u306e\u540d\u524d\u3092\u4f5c\u7269\u7fa4\u306e\u8868\u3067\u5f15\u304d\u3001\u305d\u306e\u4f5c\u7269\u304c\u5165\u308b\u4f5c\u7269\u7fa4\u3068\u3001\u500b\u5225\u306e\u4f5c\u7269\u306e\u767b\u9332\u304c\u3042\u308b\u304b\u3092\u78ba\u304b\u3081\u308b\n3. **\u3010\u81ea\u52d5\u3011** Agent Search\uff08Vertex AI Search\uff09\u304c\u3001\u767b\u9332\u5185\u5bb9\u306e\u30c7\u30fc\u30bf\u30b9\u30c8\u30a2\u304b\u3089\u3001\u8fb2\u85ac\u30fb\u4f5c\u7269\uff08\u307e\u305f\u306f\u4f5c\u7269\u7fa4\uff09\u30fb\u75c5\u5bb3\u866b\u306e\u884c\u3092\u8fd4\u3059\n4. **\u3010\u81ea\u52d5\u3011** \u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u3001\u305d\u306e\u8fb2\u85ac\u306e\u6709\u52b9\u6210\u5206\u3092\u5f15\u304d\u3001\u9632\u9664\u306e\u8a18\u9332\u304b\u3089\u4eca\u4f5c\u3067\u540c\u3058\u6210\u5206\u3092\u542b\u3080\u8fb2\u85ac\u3092\u4f7f\u3063\u305f\u56de\u6570\u3092\u6570\u3048\u308b\u3002\u4f7f\u3046\u4e88\u5b9a\u306e\u65e5\u3068\u53ce\u7a6b\u306e\u4e88\u5b9a\u65e5\u306e\u5dee\u3092\u6570\u3048\u308b\n5. **\u3010\u81ea\u52d5\u3011** answer \u30e1\u30bd\u30c3\u30c9\u304c\u3001\u54c1\u76ee\u30fb\u4f5c\u578b\u30fb\u5e74\u5ea6\u3067\u7d5e\u3063\u305f\u9632\u9664\u66a6\u3068\u7523\u5730\u306e\u6280\u8853\u8cc7\u6599\u304b\u3089\u3001\u305d\u306e\u6642\u671f\u306b\u52e7\u3081\u3066\u3044\u308b\u5264\u3068\u6ce8\u610f\u3092\u5f15\u7528\u3057\u3066\u8fd4\u3059\n6. **\u3010\u81ea\u52d5\u3011** \u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u3001\u767b\u9332\u306e\u884c\u30fb\u56de\u6570\u30fb\u65e5\u6570\u30fb\u9632\u9664\u66a6\u30921\u679a\u306b\u307e\u3068\u3081\u3001`ok`\uff08\u767b\u9332\u306e\u7bc4\u56f2\u306b\u53ce\u307e\u308b\uff09\uff0f`check`\uff08\u6307\u5c0e\u54e1\u304c\u767b\u9332\u306e\u753b\u9762\u3067\u78ba\u304b\u3081\u308b\uff09\u306b\u5206\u3051\u308b\n7. **\u3010\u4eba\u3011** \u6307\u5c0e\u54e1\u304c\u767b\u9332\u306e\u884c\u3068\u56de\u6570\u3092\u78ba\u304b\u3081\u3001\u7d44\u5408\u54e1\u306b\u7b54\u3048\u308b\u3002`check` \u306f\u8fb2\u85ac\u767b\u9332\u60c5\u5831\u63d0\u4f9b\u30b7\u30b9\u30c6\u30e0\u3067\u767b\u9332\u5185\u5bb9\u3092\u958b\u304d\u76f4\u3057\u3066\u304b\u3089\u7b54\u3048\u308b\n\n**3\u756a\u76ee\u30685\u756a\u76ee\u3067\u3001\u30c7\u30fc\u30bf\u30b9\u30c8\u30a2\u3092\u5206\u3051\u3066\u3044\u308b\u306e\u304c\u3001\u3053\u306e\u8a2d\u8a08\u306e\u524d\u63d0\u3067\u3059\u3002** \u767b\u9332\u5185\u5bb9\u306f1\u884c\u305a\u3064\u5024\u306e\u6c7a\u307e\u3063\u305f\u8868\u3067\u3001\u9632\u9664\u66a6\u306f\u7523\u5730\u306e\u6587\u66f8\u3067\u3059\u3002**\u767b\u9332\u5185\u5bb9\u306f\u8868\u306e\u884c\u3068\u3057\u3066\u8fd4\u3057\u3001\u751f\u6210AI\u306e\u6587\u306b\u306f\u6df7\u305c\u307e\u305b\u3093\u3002** \u751f\u6210AI\u304c\u66f8\u304f\u306e\u306f\u3001\u9632\u9664\u66a6\u306e\u5f15\u7528\u306e\u90e8\u5206\u3060\u3051\u3067\u3059\u3002\n\n**4\u756a\u76ee\u306e\u56de\u6570\u3068\u65e5\u6570\u306f\u3001\u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0\u306e\u8a08\u7b97\u3067\u3059\u3002** \u516c\u5f0f\u306e\u7701\u4ee4\u306f\u3001\u7dcf\u4f7f\u7528\u56de\u6570\u3092\u6709\u52b9\u6210\u5206\u306e\u7a2e\u985e\u3054\u3068\u306b\u5b9a\u3081\u3066\u3044\u307e\u3059\u3002**\u6570\u3048\u65b9\u3092\u898f\u5247\u3068\u3057\u3066\u66f8\u304d\u3001\u8ab0\u304c\u76f8\u8ac7\u3092\u53d7\u3051\u3066\u3082\u540c\u3058\u6570\u304c\u51fa\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002**","after_flow_steps":["**\u3010\u4eba\u3011** \u6307\u5c0e\u54e1\u304c\u3001\u76f8\u8ac7\u306e\u753b\u9762\u3067\u7d44\u5408\u54e1\u306e\u756a\u53f7\u3001\u5703\u5834\u3001\u4f5c\u7269\u3001\u75c5\u5bb3\u866b\u3001\u4f7f\u3044\u305f\u3044\u8fb2\u85ac\u3001\u4f7f\u3046\u4e88\u5b9a\u306e\u65e5\u3001\u53ce\u7a6b\u306e\u4e88\u5b9a\u65e5\u3092\u5165\u308c\u3066\u9001\u308b","**\u3010\u81ea\u52d5\u3011** \u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u3001\u4f5c\u7269\u306e\u540d\u524d\u3092\u4f5c\u7269\u7fa4\u306e\u8868\u3067\u5f15\u304d\u3001\u305d\u306e\u4f5c\u7269\u304c\u5165\u308b\u4f5c\u7269\u7fa4\u3068\u3001\u500b\u5225\u306e\u4f5c\u7269\u306e\u767b\u9332\u304c\u3042\u308b\u304b\u3092\u78ba\u304b\u3081\u308b","**\u3010\u81ea\u52d5\u3011** Agent Search\uff08Vertex AI Search\uff09\u304c\u3001\u767b\u9332\u5185\u5bb9\u306e\u30c7\u30fc\u30bf\u30b9\u30c8\u30a2\u304b\u3089\u3001\u8fb2\u85ac\u30fb\u4f5c\u7269\uff08\u307e\u305f\u306f\u4f5c\u7269\u7fa4\uff09\u30fb\u75c5\u5bb3\u866b\u306e\u884c\u3092\u8fd4\u3059","**\u3010\u81ea\u52d5\u3011** \u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u3001\u305d\u306e\u8fb2\u85ac\u306e\u6709\u52b9\u6210\u5206\u3092\u5f15\u304d\u3001\u9632\u9664\u306e\u8a18\u9332\u304b\u3089\u4eca\u4f5c\u3067\u540c\u3058\u6210\u5206\u3092\u542b\u3080\u8fb2\u85ac\u3092\u4f7f\u3063\u305f\u56de\u6570\u3092\u6570\u3048\u308b\u3002\u4f7f\u3046\u4e88\u5b9a\u306e\u65e5\u3068\u53ce\u7a6b\u306e\u4e88\u5b9a\u65e5\u306e\u5dee\u3092\u6570\u3048\u308b","**\u3010\u81ea\u52d5\u3011** answer \u30e1\u30bd\u30c3\u30c9\u304c\u3001\u54c1\u76ee\u30fb\u4f5c\u578b\u30fb\u5e74\u5ea6\u3067\u7d5e\u3063\u305f\u9632\u9664\u66a6\u3068\u7523\u5730\u306e\u6280\u8853\u8cc7\u6599\u304b\u3089\u3001\u305d\u306e\u6642\u671f\u306b\u52e7\u3081\u3066\u3044\u308b\u5264\u3068\u6ce8\u610f\u3092\u5f15\u7528\u3057\u3066\u8fd4\u3059","**\u3010\u81ea\u52d5\u3011** \u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u3001\u767b\u9332\u306e\u884c\u30fb\u56de\u6570\u30fb\u65e5\u6570\u30fb\u9632\u9664\u66a6\u30921\u679a\u306b\u307e\u3068\u3081\u3001`ok`\uff08\u767b\u9332\u306e\u7bc4\u56f2\u306b\u53ce\u307e\u308b\uff09\uff0f`check`\uff08\u6307\u5c0e\u54e1\u304c\u767b\u9332\u306e\u753b\u9762\u3067\u78ba\u304b\u3081\u308b\uff09\u306b\u5206\u3051\u308b","**\u3010\u4eba\u3011** \u6307\u5c0e\u54e1\u304c\u767b\u9332\u306e\u884c\u3068\u56de\u6570\u3092\u78ba\u304b\u3081\u3001\u7d44\u5408\u54e1\u306b\u7b54\u3048\u308b\u3002`check` \u306f\u8fb2\u85ac\u767b\u9332\u60c5\u5831\u63d0\u4f9b\u30b7\u30b9\u30c6\u30e0\u3067\u767b\u9332\u5185\u5bb9\u3092\u958b\u304d\u76f4\u3057\u3066\u304b\u3089\u7b54\u3048\u308b"],"architecture":"```\n\u8fb2\u85ac\u306e\u767b\u9332\u5185\u5bb9\uff08FAMIC \u306e CSV\u3001\u6708\u3054\u3068\uff09    \u7523\u5730\u306e\u9632\u9664\u66a6\u30fb\u6280\u8853\u8cc7\u6599\uff08\u5e74\u5ea6\u30fb\u54c1\u76ee\u30fb\u4f5c\u578b\uff09\n   \u2502 1\u884c\u305a\u3064 JSON \u306b                         \u2502 \u54c1\u76ee\u30fb\u4f5c\u578b\u30fb\u5e74\u5ea6\u3092\u4ed8\u3051\u308b\n   \u25bc                                         \u25bc\n\u767b\u9332\u5185\u5bb9\u306e\u30c7\u30fc\u30bf\u30b9\u30c8\u30a2\uff08\u69cb\u9020\u5316\uff09        \u9632\u9664\u66a6\u306e\u30c7\u30fc\u30bf\u30b9\u30c8\u30a2\uff08\u30ec\u30a4\u30a2\u30a6\u30c8 \u30d1\u30fc\u30b5\u30fc\uff09\n   \u2502 reg_no\uff0fcrop\uff0fpest\uff0ftiming\uff0ftimes     \u2502 item\uff0fcropping\uff0fyear\n   \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u252c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518\n                  \u25bc\n\u55b6\u8fb2\u6307\u5c0e\u54e1\u306e\u76f8\u8ac7\u306e\u753b\u9762 \u2500\u2500\u3010\u30c8\u30ea\u30ac\u30fc\u3011\u6307\u5c0e\u54e1\u306e\u9001\u4fe1\n                  \u25bc\n\u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0\uff08Python\u3001Cloud Run\uff09\n   \u251c\u2500\u2500\u25b6 \u4f5c\u7269\u7fa4\u306e\u8868\u3067\u4f5c\u7269\u3092\u5f15\u304f\n   \u251c\u2500\u2500\u25b6 \u767b\u9332\u5185\u5bb9\u306e\u691c\u7d22\uff1a\u8fb2\u85ac\u30fb\u4f5c\u7269\u30fb\u75c5\u5bb3\u866b\u306e\u884c\n   \u251c\u2500\u2500\u25b6 \u9632\u9664\u306e\u8a18\u9332\uff1a\u540c\u3058\u6709\u52b9\u6210\u5206\u306e\u4eca\u4f5c\u306e\u56de\u6570\u3001\u53ce\u7a6b\u307e\u3067\u306e\u65e5\u6570\n   \u251c\u2500\u2500\u25b6 answer \u30e1\u30bd\u30c3\u30c9\uff1a\u9632\u9664\u66a6\u3068\u6280\u8853\u8cc7\u6599\u306e\u5f15\u7528\n   \u2514\u2500\u2500\u25b6 ok \uff0f check\n                  \u25bc\n\u6307\u5c0e\u54e1\u306e\u753b\u9762\uff08\u767b\u9332\u306e\u884c\u30fb\u56de\u6570\u30fb\u65e5\u6570\u30fb\u9632\u9664\u66a6\u306e1\u679a\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\u3002\u767b\u9332\u5185\u5bb9\u306e\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u306e\u691c\u7d22\u3068\u3001\u9632\u9664\u66a6\u306e answer \u30e1\u30bd\u30c3\u30c9 | Azure AI Search\u3001Amazon OpenSearch Service |\n| \u751f\u6210AI | Gemini\uff08answer \u30e1\u30bd\u30c3\u30c9\u306e\u56de\u7b54\u306e\u751f\u6210\u306b\u4f7f\u3046\u30e2\u30c7\u30eb\uff09 | \u2500 |\n| \u9023\u643a | \u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0\uff08Python\u3002Cloud Run \u3067\u52d5\u304b\u3057\u3001\u76f8\u8ac7\u306e\u753b\u9762\u30fb\u691c\u7d22\u30fb\u9632\u9664\u306e\u8a18\u9332\u3092\u3064\u306a\u3050\uff09 | Node.js \u3067\u540c\u3058\u3082\u306e\u3092\u66f8\u304f |\n| \u96c6\u8a08 | \u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0\uff08\u540c\u3058\u6210\u5206\u306e\u56de\u6570\u3068\u3001\u53ce\u7a6b\u307e\u3067\u306e\u65e5\u6570\u3092\u6570\u3048\u308b\uff09 | \u2500 |\n| \u4fdd\u7ba1 | Cloud Storage\uff08\u767b\u9332\u5185\u5bb9\u306e\u53d6\u308a\u8fbc\u307f\u306e\u5199\u3057\u3001\u9632\u9664\u66a6\u3001\u76f8\u8ac7\u306e\u8a18\u9332\uff09 | \u2500 |\n\n**\u767b\u9332\u5185\u5bb9\u306e\u5143\u306f\u3001FAMIC\uff08\u8fb2\u6797\u6c34\u7523\u6d88\u8cbb\u5b89\u5168\u6280\u8853\u30bb\u30f3\u30bf\u30fc\uff09\u304c\u516c\u958b\u3057\u3066\u3044\u308b\u8fb2\u85ac\u767b\u9332\u60c5\u5831\u306e\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3067\u3059\u3002** \u767b\u9332\u306e\u57fa\u672c\u60c5\u5831\uff08\u767b\u9332\u756a\u53f7\u3001\u8fb2\u85ac\u306e\u7a2e\u985e\u3001\u540d\u79f0\u3001\u767b\u9332\u3092\u6709\u3059\u308b\u8005\uff09\u3068\u3001\u9069\u7528\u306e\u60c5\u5831\uff08\u4f5c\u7269\u540d\u3001\u9069\u7528\u75c5\u5bb3\u866b\u96d1\u8349\u540d\u3001\u4f7f\u7528\u6642\u671f\u3001\u4f7f\u7528\u65b9\u6cd5\u3001\u4f7f\u7528\u56de\u6570\u306a\u3069\uff09\u304c\u3001CSV\u306e\u5f62\u3067\u3082\u914d\u3089\u308c\u3066\u3044\u307e\u3059\u3002**\u30da\u30fc\u30b8\u306b\u306f\u300c2026\u5e7410\u670807\u65e5\u767b\u9332\u53cd\u6620\u5206\u300d\u306e\u3088\u3046\u306b\u53cd\u6620\u306e\u65e5\u304c\u66f8\u304b\u308c\u3066\u3044\u308b\u306e\u3067\u3001\u305d\u306e\u65e5\u4ed8\u3092\u53d6\u308a\u8fbc\u307f\u306e\u7248\u3068\u3057\u3066\u6301\u3061\u307e\u3059\u3002**\n\n**\u9632\u9664\u306e\u8a18\u9332\u306f\u3001\u7d44\u5408\u54e1\u304c\u51fa\u3059\u683d\u57f9\u306e\u5c65\u6b74\u3092\u8fb2\u5354\u304c\u5165\u529b\u3057\u305f\u3082\u306e\u3067\u3059\u3002** \u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0\u306f\u8aad\u3080\u3060\u3051\u3067\u3001\u8a18\u9332\u3092\u66f8\u304d\u63db\u3048\u307e\u305b\u3093\u3002\n\n**\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u306f\u3001Cloud Storage \u304b\u3089 JSON Lines \u304b NDJSON \u3067\u53d6\u308a\u8fbc\u3081\u307e\u3059\u3002** \u516c\u5f0f\u3067\u306f\u30011\u30d5\u30a1\u30a4\u30eb2GB\u672a\u6e80\u30fb1\u884c1MB\u672a\u6e80\u3067\u30011\u56de\u306e\u53d6\u308a\u8fbc\u307f\u30671,000\u30d5\u30a1\u30a4\u30eb\u307e\u3067\u3067\u3059\u3002BigQuery \u306e\u8868\u304b\u3089\u53d6\u308a\u8fbc\u3080\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002","implementation_steps":"### \u30c8\u30ea\u30ac\u30fc\n\n**\u8d77\u70b9\u306f\u3001\u6307\u5c0e\u54e1\u304c\u76f8\u8ac7\u306e\u753b\u9762\u3067\u9001\u4fe1\u3057\u305f\u3053\u3068\u3067\u3059\u3002** \u96fb\u8a71\u3092\u53d7\u3051\u306a\u304c\u3089\u5165\u308c\u308b\u306e\u3067\u3001\u9805\u76ee\u306f\u9078\u3076\u3082\u306e\u3092\u4e2d\u5fc3\u306b\u3057\u307e\u3059\u3002\n\n| \u753b\u9762\u306e\u9805\u76ee | \u66f8\u304d\u65b9 | \u4f7f\u3044\u9053 |\n|:--|:--|:--|\n| \u7d44\u5408\u54e1\u306e\u756a\u53f7\u30fb\u5703\u5834 | \u7d44\u5408\u54e1\u306e\u53f0\u5e33\u306e\u756a\u53f7\u3068\u5703\u5834\u306e\u756a\u53f7 | \u9632\u9664\u306e\u8a18\u9332\u3092\u5f15\u304f |\n| \u4f5c\u7269 | \u90e8\u4f1a\u306e\u54c1\u76ee\u304b\u3089\u9078\u3076\uff08\u4f5c\u578b\u3082\uff09 | \u4f5c\u7269\u7fa4\u306e\u8868\u3001\u7d5e\u308a\u8fbc\u307f |\n| \u75c5\u5bb3\u866b | \u81ea\u7531\u8a18\u8ff0\uff08\u300c\u30b3\u30ca\u30ac\u300d\u300c\u3079\u3068\u75c5\u300d\uff09 | \u767b\u9332\u5185\u5bb9\u306e\u691c\u7d22 |\n| \u4f7f\u3044\u305f\u3044\u8fb2\u85ac | \u5546\u54c1\u306e\u540d\u524d\uff08\u5019\u88dc\u304b\u3089\u9078\u3076\uff09\u3002\u6c7a\u307e\u3063\u3066\u3044\u306a\u3051\u308c\u3070\u7a7a | \u767b\u9332\u5185\u5bb9\u306e\u7d5e\u308a\u8fbc\u307f |\n| \u4f7f\u3046\u4e88\u5b9a\u306e\u65e5\u30fb\u53ce\u7a6b\u306e\u4e88\u5b9a\u65e5 | \u65e5\u4ed8 | \u4f7f\u7528\u6642\u671f\u306e\u65e5\u6570 |\n\n**\u4f7f\u3044\u305f\u3044\u8fb2\u85ac\u304c\u7a7a\u306a\u3089\u3001\u4f5c\u7269\u3068\u75c5\u5bb3\u866b\u3067\u767b\u9332\u306e\u3042\u308b\u8fb2\u85ac\u306e\u884c\u3092\u8fd4\u3057\u3001\u9632\u9664\u66a6\u306e\u52e7\u3081\u3068\u4e26\u3079\u307e\u3059\u3002** \u300c\u66a6\u306e\u5264\u304c\u54c1\u5207\u308c\u300d\u3068\u3044\u3046\u76f8\u8ac7\u306f\u3001\u3053\u306e\u5f62\u3067\u7b54\u3048\u307e\u3059\u3002\n\n**\u3082\u3046\u4e00\u3064\u306e\u30c8\u30ea\u30ac\u30fc\u306f\u3001\u767b\u9332\u5185\u5bb9\u306e\u66f4\u65b0\u3067\u3059\u3002** FAMIC \u306e\u30da\u30fc\u30b8\u306e\u53cd\u6620\u306e\u65e5\u304c\u5909\u308f\u3063\u305f\u3089\u3001CSV\u3092\u53d6\u308a\u76f4\u3057\u3066\u53d6\u308a\u8fbc\u307f\u76f4\u3057\u307e\u3059\u3002**\u6708\u306b1\u56de\u306f\u78ba\u304b\u3081\u3001\u53cd\u6620\u306e\u65e5\u3092\u753b\u9762\u306b\u51fa\u3057\u307e\u3059\u3002**\n\n### \u5165\u529b\u30c7\u30fc\u30bf\n\n| \u30c7\u30fc\u30bf | \u4e2d\u8eab | \u53d6\u5f97\u5143 |\n|:--|:--|:--|\n| \u76f8\u8ac7 | \u753b\u9762\u306e5\u9805\u76ee\u3001\u6307\u5c0e\u54e1\u3001\u65e5\u6642 | \u76f8\u8ac7\u306e\u753b\u9762 |\n| \u767b\u9332\u306e\u57fa\u672c\u60c5\u5831 | \u767b\u9332\u756a\u53f7\u3001\u8fb2\u85ac\u306e\u7a2e\u985e\u3001\u540d\u79f0\u3001\u6709\u52b9\u6210\u5206 | FAMIC \u306e\u767b\u9332\u57fa\u672c\u90e8\uff08CSV\uff09 |\n| \u767b\u9332\u306e\u9069\u7528\u60c5\u5831 | \u4f5c\u7269\u540d\u3001\u9069\u7528\u75c5\u5bb3\u866b\u96d1\u8349\u540d\u3001\u4f7f\u7528\u6642\u671f\u3001\u4f7f\u7528\u65b9\u6cd5\u3001\u672c\u5264\u306e\u4f7f\u7528\u56de\u6570\u3001\u6709\u52b9\u6210\u5206\u3054\u3068\u306e\u7dcf\u4f7f\u7528\u56de\u6570 | FAMIC \u306e\u767b\u9332\u9069\u7528\u90e8\uff08CSV\uff09 |\n| \u4f5c\u7269\u7fa4\u306e\u8868 | \u4f5c\u7269\u7fa4\u3068\u3001\u305d\u308c\u306b\u542b\u307e\u308c\u308b\u4f5c\u7269 | \u8fb2\u5354\u304c\u4f5c\u308b\uff08\u767b\u9332\u60c5\u5831\u63d0\u4f9b\u30b7\u30b9\u30c6\u30e0\u306e\u4f5c\u7269\u7fa4\u306e\u8aac\u660e\u304b\u3089\uff09 |\n| \u9632\u9664\u306e\u8a18\u9332 | \u7d44\u5408\u54e1\u30fb\u5703\u5834\u30fb\u4f5c\u578b\u3054\u3068\u306e\u3001\u4f7f\u3063\u305f\u8fb2\u85ac\u306e\u540d\u524d\u3068\u65e5\u4ed8 | \u8fb2\u5354\u306e\u683d\u57f9\u306e\u5c65\u6b74 |\n| \u9632\u9664\u66a6\u30fb\u6280\u8853\u8cc7\u6599 | \u54c1\u76ee\u30fb\u4f5c\u578b\u3054\u3068\u306e\u52e7\u3081\u308b\u5264\u3068\u6642\u671f\u3001\u6ce8\u610f | \u55b6\u8fb2\u90e8\u306e\u6587\u66f8\uff08PDF\uff09 |\n\n**\u8cea\u3092\u6c7a\u3081\u308b\u306e\u306f\u3001\u4f5c\u7269\u7fa4\u306e\u8868\u3067\u3059\u3002** \u8fb2\u85ac\u767b\u9332\u60c5\u5831\u63d0\u4f9b\u30b7\u30b9\u30c6\u30e0\u306e\u30c8\u30c3\u30d7\u3067\u306f\u3001\u4f5c\u7269\u7fa4\u306e\u767b\u9332\u304c\u3042\u308b\u8fb2\u85ac\u306f\u305d\u306e\u7fa4\u306b\u65b0\u305f\u306b\u542b\u307e\u308c\u305f\u4f5c\u7269\u306b\u3082\u4f7f\u3048\u308b\u3053\u3068\u3001\u305f\u3060\u3057\u7fa4\u306e\u4e2d\u306e\u500b\u5225\u306e\u4f5c\u7269\u306b\u3082\u767b\u9332\u304c\u3042\u308b\u3068\u304d\u306f\u3001\u305d\u306e\u4f5c\u7269\u306b\u306f\u500b\u5225\u306e\u4f5c\u7269\u306e\u767b\u9332\u5185\u5bb9\u306b\u5f93\u3046\u3053\u3068\u304c\u793a\u3055\u308c\u3066\u3044\u307e\u3059\u3002**\u540c\u3058\u8fb2\u85ac\u3067\u3082\u3001\u4f5c\u7269\u306b\u3088\u3063\u3066\u898b\u308b\u884c\u304c\u5909\u308f\u308a\u307e\u3059\u3002** \u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0\u306f\u3001\u500b\u5225\u306e\u4f5c\u7269\u306e\u884c\u304c\u3042\u308c\u3070\u305d\u308c\u3092\u3001\u7121\u3051\u308c\u3070\u4f5c\u7269\u7fa4\u306e\u884c\u3092\u9078\u3073\u307e\u3059\u3002\n\n**FAMIC \u306e\u7dcf\u4f7f\u7528\u56de\u6570\u306e\u6ce8\u610f\u4e8b\u9805\u3067\u306f\u3001\u9069\u7528\u8868\u306e\u7dcf\u4f7f\u7528\u56de\u6570\u306e\u6b04\u304c\u300c\u305d\u306e\u6709\u52b9\u6210\u5206\u3092\u542b\u3080\u8fb2\u85ac\u306e\u7dcf\u4f7f\u7528\u56de\u6570\u300d\u3092\u8868\u3059\u3068\u8aac\u660e\u3055\u308c\u3066\u3044\u307e\u3059\u3002** \u4f8b\u3068\u3057\u3066\u30013\u3064\u306e\u6210\u5206\u3092\u542b\u3080\u8fb2\u85ac\u3067\u3001\u672c\u5264\u306e\u4f7f\u7528\u56de\u6570\u3068\u3001\u6210\u5206\u3054\u3068\u306e\u7dcf\u4f7f\u7528\u56de\u6570\u304c\u5225\u3005\u306b\u66f8\u304b\u308c\u305f\u8868\u304c\u8f09\u3063\u3066\u3044\u307e\u3059\u3002**\u56de\u6570\u306f\u3001\u672c\u5264\u306e\u56de\u6570\u3068\u6210\u5206\u3054\u3068\u306e\u56de\u6570\u306e\u4e21\u65b9\u3067\u898b\u307e\u3059\u3002**\n\n### \u30c7\u30fc\u30bf\u306e\u53d6\u5f97\u65b9\u6cd5\n\n\u767b\u9332\u306e\u9069\u7528\u60c5\u5831\u306f1\u884c\u305a\u3064 JSON \u306b\u3057\u3001\u767b\u9332\u306e\u57fa\u672c\u60c5\u5831\u304b\u3089\u6709\u52b9\u6210\u5206\u3092\u8db3\u3057\u3066\u3001\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u3068\u3057\u3066\u53d6\u308a\u8fbc\u307f\u307e\u3059\u3002\n\n```\n{\"id\":\"22xxx-cabbage-diamondback\",\"reg_no\":\"22xxx\",\"name\":\"\uff08\u5546\u54c1\u540d\uff09\",\n \"crop\":\"\u30ad\u30e3\u30d9\u30c4\",\"crop_group\":\"\",\"pest\":\"\u30b3\u30ca\u30ac\",\n \"timing\":\"\u53ce\u7a6b7\u65e5\u524d\u307e\u3067\",\"method\":\"\u6563\u5e03\",\n \"times_product\":\"3\u56de\u4ee5\u5185\",\n \"ingredients\":[{\"name\":\"\uff08\u6210\u5206A\uff09\",\"times_total\":\"4\u56de\u4ee5\u5185\"}],\n \"release\":\"2026-10-07\"}\n```\n\n**\u554f\u3044\u5408\u308f\u305b\u306e\u305f\u3073\u306b\u3001\u8fb2\u85ac\u3068\u4f5c\u7269\u3067\u7d5e\u308a\u307e\u3059\u3002** \u516c\u5f0f\u306e\u69cb\u6587\u3067\u306f\u3001\u6587\u5b57\u306e\u9805\u76ee\u306f `ANY()` \u306b\u4e26\u3079\u305f\u5024\u306e\u3069\u308c\u304b\u3068\u5b8c\u5168\u306b\u4e00\u81f4\u3059\u308b\u304b\u3092\u898b\u3089\u308c\u3001`AND`\u30fb`OR` \u3067\u7d44\u307f\u5408\u308f\u305b\u3089\u308c\u307e\u3059\u3002\u9805\u76ee\u306f\u30b9\u30ad\u30fc\u30de\u3067\u7d22\u5f15\u53ef\u80fd\u306b\u3057\u3066\u304a\u304f\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\n\n```\nreg_no: ANY(\"22xxx\") AND (crop: ANY(\"\u30ad\u30e3\u30d9\u30c4\") OR crop_group: ANY(\"\u975e\u7d50\u7403\u3042\u3076\u3089\u306a\u79d1\u8449\u83dc\u985e\"))\n```\n\n**\u75c5\u5bb3\u866b\u306f\u7d5e\u308a\u8fbc\u307f\u306b\u5165\u308c\u305a\u3001\u691c\u7d22\u306e\u6587\u306b\u5165\u308c\u307e\u3059\u3002** \u7d44\u5408\u54e1\u306e\u8a00\u3046\u300c\u9752\u866b\u300d\u3068\u9069\u7528\u8868\u306e\u300c\u30a2\u30aa\u30e0\u30b7\u300d\u306e\u3088\u3046\u306b\u3001**\u66f8\u304d\u65b9\u304c\u9055\u3063\u3066\u3082\u5f53\u305f\u308b\u3088\u3046\u306b\u3001\u8a00\u8449\u306e\u691c\u7d22\u306b\u4efb\u305b\u307e\u3059\u3002** \u8fd4\u3063\u3066\u304d\u305f\u884c\u306e `pest` \u306f\u3001\u6307\u5c0e\u54e1\u304c\u753b\u9762\u3067\u78ba\u304b\u3081\u307e\u3059\u3002\n\n**\u9632\u9664\u66a6\u306f\u3001\u54c1\u76ee\u30fb\u4f5c\u578b\u30fb\u5e74\u5ea6\u3092\u30e1\u30bf\u30c7\u30fc\u30bf\u306b\u6301\u305f\u305b\u3066\u53d6\u308a\u8fbc\u307f\u307e\u3059\u3002** \u30ec\u30a4\u30a2\u30a6\u30c8 \u30d1\u30fc\u30b5\u30fc\u306f\u6bb5\u843d\u30fb\u8868\u30fb\u898b\u51fa\u3057\u3092\u691c\u51fa\u3057\u3001\u30c1\u30e3\u30f3\u30af\u306b\u4e0a\u4f4d\u306e\u898b\u51fa\u3057\u3092\u4ed8\u3051\u308b\u8a2d\u5b9a\uff08`includeAncestorHeadings`\u3001\u65e2\u5b9a\u306f\u7121\u52b9\uff09\u304c\u3042\u308a\u307e\u3059\u3002**\u9632\u9664\u66a6\u306f\u8868\u304c\u4e2d\u5fc3\u306a\u306e\u3067\u3001\u8868\u306e\u884c\u304c\u5358\u72ec\u3067\u5f15\u304b\u308c\u3066\u3082\u54c1\u76ee\u3068\u4f5c\u578b\u304c\u5206\u304b\u308b\u3088\u3046\u306b\u898b\u51fa\u3057\u3092\u4ed8\u3051\u307e\u3059\u3002** \u7d5e\u308a\u8fbc\u307f\u306f `item: ANY(\"cabbage\") AND cropping: ANY(\"spring\") AND year: ANY(\"2026\")` \u306e\u3088\u3046\u306b\u66f8\u304d\u307e\u3059\u3002\n\n### \u524d\u51e6\u7406\n\n1. **CSV\u3092\u53d6\u308a\u76f4\u3059** \u2026 FAMIC \u306e\u30da\u30fc\u30b8\u306e\u53cd\u6620\u306e\u65e5\u3092\u898b\u3066\u3001\u5909\u308f\u3063\u3066\u3044\u308c\u3070\u57fa\u672c\u90e8\u3068\u9069\u7528\u90e8\u3092\u53d6\u308a\u76f4\u3057\u307e\u3059\n2. **\u884c\u3092 JSON \u306b\u3059\u308b** \u2026 \u9069\u7528\u90e8\u306e1\u884c\u30921\u4ef6\u306b\u3057\u3001\u57fa\u672c\u90e8\u304b\u3089\u6709\u52b9\u6210\u5206\u3092\u8db3\u3057\u307e\u3059\u3002**\u4f7f\u7528\u6642\u671f\u3068\u56de\u6570\u306e\u6587\u5b57\u306f\u305d\u306e\u307e\u307e\u6b8b\u3057\u307e\u3059**\n3. **\u524d\u306e\u7248\u3068\u6bd4\u3079\u308b** \u2026 \u524d\u306e\u53d6\u308a\u8fbc\u307f\u3068\u6bd4\u3079\u3001\u4f7f\u7528\u6642\u671f\u30fb\u56de\u6570\u304c\u5909\u308f\u3063\u305f\u884c\u3001\u7121\u304f\u306a\u3063\u305f\u767b\u9332\u756a\u53f7\u3092\u4e00\u89a7\u306b\u3057\u307e\u3059\n4. **\u9632\u9664\u66a6\u3068\u7167\u3089\u3059** \u2026 3\u756a\u76ee\u306e\u4e00\u89a7\u306e\u8fb2\u85ac\u304c\u3001\u4eca\u5e74\u306e\u9632\u9664\u66a6\u306b\u8f09\u3063\u3066\u3044\u308c\u3070\u3001\u55b6\u8fb2\u90e8\u306b\u77e5\u3089\u305b\u307e\u3059\n5. **\u9632\u9664\u306e\u8a18\u9332\u306e\u8fb2\u85ac\u306e\u540d\u524d\u3092\u305d\u308d\u3048\u308b** \u2026 \u8a18\u9332\u306e\u5546\u54c1\u306e\u540d\u524d\u3092\u767b\u9332\u756a\u53f7\u306b\u5f15\u304d\u5f53\u3066\u307e\u3059\u3002**\u5f15\u304d\u5f53\u3066\u3089\u308c\u306a\u3044\u540d\u524d\u306f\u3001\u6307\u5c0e\u54e1\u304c\u53f0\u5e33\u3067\u76f4\u3057\u307e\u3059**\n\n**3\u756a\u76ee\u30684\u756a\u76ee\u304c\u3001(c) \u306e\u98df\u3044\u9055\u3044\u3092\u898b\u3064\u3051\u308b\u4ed5\u7d44\u307f\u3067\u3059\u3002** \u767b\u9332\u304c\u5909\u308f\u3063\u305f\u5264\u3092\u3001\u76f8\u8ac7\u304c\u6765\u308b\u524d\u306b\u9632\u9664\u66a6\u306e\u5074\u304b\u3089\u62fe\u3044\u307e\u3059\u3002\n\n**5\u756a\u76ee\u3067\u5f15\u304d\u5f53\u3066\u3089\u308c\u306a\u3044\u540d\u524d\u3092\u6b8b\u3059\u3068\u3001\u56de\u6570\u304c\u6570\u3048\u3089\u308c\u307e\u305b\u3093\u3002** \u7d44\u5408\u54e1\u306e\u624b\u66f8\u304d\u306e\u7565\u79f0\u3084\u3001\u54c1\u5207\u308c\u306e\u3068\u304d\u306e\u4ee3\u308f\u308a\u306e\u5264\u306e\u66f8\u304d\u65b9\u306f\u3001\u6700\u521d\u306e\u6570\u304b\u6708\u3067\u53f0\u5e33\u306b\u305f\u307e\u3063\u3066\u3044\u304d\u307e\u3059\u3002\n\n**\u56de\u6570\u306e\u6570\u3048\u65b9\u306f\u3001\u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0\u306b\u6b21\u306e\u3088\u3046\u306b\u66f8\u304d\u307e\u3059\u3002** \u4eca\u4f5c\u306e\u8a18\u9332\u306e\u884c\u3092\u767b\u9332\u756a\u53f7\u306b\u5f15\u304d\u5f53\u3066\u3001\u305d\u306e\u8fb2\u85ac\u306e\u6709\u52b9\u6210\u5206\u3054\u3068\u306b1\u56de\u305a\u3064\u8db3\u3057\u307e\u3059\u3002\n\n```\nused = {}                                  # \u6210\u5206 \u2192 \u4eca\u4f5c\u3067\u4f7f\u3063\u305f\u56de\u6570\nfor row in records(member, field, season):\n    reg = name_to_reg.get(row.name)        # \u8a18\u9332\u306e\u540d\u524d \u2192 \u767b\u9332\u756a\u53f7\n    if reg is None:\n        flags.add(\"record_unmatched\"); continue\n    for ing in ingredients[reg]:           # \u767b\u9332\u57fa\u672c\u90e8\u306e\u6709\u52b9\u6210\u5206\n        used[ing] = used.get(ing, 0) + 1\nroom_product = limit(times_product) - count_same_reg(records, target_reg)\nroom_ing = {i: limit(t) - used.get(i, 0) for i, t in times_total[target_reg]}\n```\n\n**`limit()` \u306f\u300c3\u56de\u4ee5\u5185\u300d\u304b\u30893\u3092\u53d6\u308a\u51fa\u3059\u3060\u3051\u3067\u3001\u300c\uff08\u80b2\u82d7\u7bb1\u3078\u306e\u51e6\u7406\u306f1\u56de\u4ee5\u5185\uff09\u300d\u306e\u3088\u3046\u306a\u62ec\u5f27\u306e\u6761\u4ef6\u304c\u4ed8\u304f\u884c\u306f\u6570\u3048\u305a\u306b `check` \u306b\u3057\u307e\u3059\u3002** \u62ec\u5f27\u306e\u4e2d\u306f\u4f7f\u7528\u65b9\u6cd5\u3054\u3068\u306e\u4e0a\u9650\u3067\u3001\u8a18\u9332\u306b\u4f7f\u7528\u65b9\u6cd5\u304c\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u3068\u6570\u3048\u5206\u3051\u3089\u308c\u306a\u3044\u304b\u3089\u3067\u3059\u3002\n\n\u4f7f\u7528\u6642\u671f\u306e\u6587\u5b57\u306f\u3001\u6b21\u306e\u5f62\u3060\u3051\u3092\u65e5\u6570\u3068\u3057\u3066\u8aad\u307f\u307e\u3059\u3002\n\n| \u767b\u9332\u306e\u66f8\u304d\u65b9 | \u8aad\u307f\u65b9 |\n|:--|:--|\n| \u53ce\u7a6bN\u65e5\u524d\u307e\u3067 | \u53ce\u7a6b\u306e\u4e88\u5b9a\u65e5\u306e N \u65e5\u524d\u306e\u65e5\u307e\u3067 |\n| \u53ce\u7a6b\u524d\u65e5\u307e\u3067 | \u53ce\u7a6b\u306e\u4e88\u5b9a\u65e5\u306e\u524d\u65e5\u307e\u3067 |\n| \u305d\u308c\u4ee5\u5916\uff08\u5b9a\u690d\u6642\u3001\u751f\u80b2\u671f\u3001\u51fa\u7a42\u524d \u306a\u3069\uff09 | \u8aad\u307e\u305a\u306b `timing_parse` |\n\n### AI\u306b\u4f55\u3092\u3055\u305b\u308b\u306e\u304b\n\n**\u751f\u6210AI\u306b\u3055\u305b\u308b\u306e\u306f\u3001\u9632\u9664\u66a6\u3068\u6280\u8853\u8cc7\u6599\u304b\u3089\u3001\u305d\u306e\u6642\u671f\u306b\u52e7\u3081\u3066\u3044\u308b\u5264\u3068\u6ce8\u610f\u3092\u5f15\u7528\u3057\u3066\u4e26\u3079\u308b\u3053\u3068\u3060\u3051\u3067\u3059\u3002** \u767b\u9332\u306e\u884c\u3001\u56de\u6570\u3001\u65e5\u6570\u306f\u3001\u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u8868\u3068\u3057\u3066\u51fa\u3057\u307e\u3059\u3002\n\n| \u3055\u305b\u308b\u3053\u3068 | \u4e2d\u8eab |\n|:--|:--|\n| \u9632\u9664\u66a6\u306e\u52e7\u3081\u3092\u5f15\u7528\u3059\u308b | \u54c1\u76ee\u30fb\u4f5c\u578b\u306e\u3001\u305d\u306e\u6642\u671f\u306e\u5264\u3068\u6563\u5e03\u306e\u76ee\u5b89\u3092\u3001\u9632\u9664\u66a6\u306e\u8a00\u8449\u306e\u307e\u307e |\n| \u6ce8\u610f\u3092\u5f15\u7528\u3059\u308b | \u6280\u8853\u8cc7\u6599\u306e\u3001\u62b5\u6297\u6027\u306e\u6ce8\u610f\u3084\u6df7\u7528\u306e\u6ce8\u610f |\n| \u51fa\u5178\u3092\u793a\u3059 | \u9632\u9664\u66a6\u306e\u5e74\u5ea6\u30fb\u54c1\u76ee\u30fb\u4f5c\u578b\u3001\u6280\u8853\u8cc7\u6599\u306e\u540d\u524d |\n\n| \u3055\u305b\u306a\u3044\u3053\u3068 | \u7406\u7531 |\n|:--|:--|\n| \u4f7f\u3048\u308b\u304b\u30fb\u4f7f\u3048\u306a\u3044\u304b\u306e\u7d50\u8ad6 | \u767b\u9332\u306e\u884c\u3068\u56de\u6570\u3068\u65e5\u6570\u3067\u3001\u6307\u5c0e\u54e1\u304c\u78ba\u304b\u3081\u308b |\n| \u4f7f\u7528\u56de\u6570\u3092\u6570\u3048\u308b | \u6709\u52b9\u6210\u5206\u3054\u3068\u306b\u3001\u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u8a18\u9332\u304b\u3089\u6570\u3048\u308b |\n| \u53ce\u7a6b\u307e\u3067\u306e\u65e5\u6570\u3092\u8a08\u7b97\u3059\u308b | \u65e5\u4ed8\u306e\u8a08\u7b97\u3067\u51fa\u3059 |\n| \u767b\u9332\u306b\u7121\u3044\u4f5c\u7269\u30fb\u75c5\u5bb3\u866b\u3078\u306e\u4f7f\u3044\u65b9\u3092\u52e7\u3081\u308b | \u767b\u9332\u306e\u7bc4\u56f2\u306e\u5916 |\n| \u5e0c\u91c8\u500d\u6570\u3084\u4f7f\u7528\u91cf\u3092\u4e00\u822c\u8ad6\u3067\u66f8\u304f | \u767b\u9332\u306e\u884c\u3068\u9632\u9664\u66a6\u306b\u3042\u308b\u3082\u306e\u3060\u3051 |\n\n**answer \u30e1\u30bd\u30c3\u30c9\u306e\u8a2d\u5b9a\u306f\u6b21\u306e\u3088\u3046\u306b\u3057\u307e\u3059\u3002**\n\n| \u8a2d\u5b9a | \u5024 | \u7406\u7531 |\n|:--|:--|:--|\n| `includeCitations` | \u6709\u52b9 | \u9632\u9664\u66a6\u306e\u5e74\u5ea6\u30fb\u54c1\u76ee\u30fb\u4f5c\u578b\u3092\u793a\u3059\uff08\u65e2\u5b9a\u306f\u7121\u52b9\uff09 |\n| `ignoreLowRelevantContent` | \u6709\u52b9 | \u95a2\u4fc2\u306e\u8584\u3044\u66a6\u3067\u7b54\u3048\u306a\u3044 |\n| `filter` | \u54c1\u76ee\u3001\u4f5c\u578b\u3001\u5e74\u5ea6 | \u305d\u306e\u5703\u5834\u306e\u4f5c\u578b\u306e\u66a6\u3060\u3051\u3092\u5f15\u304f |\n| `groundingSpec` | `includeGroundingSupports` \u3092\u6709\u52b9 | \u6587\u3054\u3068\u306e\u6839\u62e0\u306e\u30b9\u30b3\u30a2\u3092\u53d7\u3051\u53d6\u308b |\n| `promptSpec.preamble` | \u4e0b\u306e\u6307\u793a | \u7b54\u3048\u65b9\u306e\u898f\u5247\u3092\u4e0e\u3048\u308b |\n\n### \u30d7\u30ed\u30f3\u30d7\u30c8\u307e\u305f\u306f\u6307\u793a\u5185\u5bb9\u306e\u4f8b\n\nanswer \u30e1\u30bd\u30c3\u30c9\u306e `promptSpec.preamble` \u306b\u3001\u6b21\u306e\u6307\u793a\u3092\u5165\u308c\u307e\u3059\u3002\u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0\u306f\u3001\u54c1\u76ee\u3001\u4f5c\u578b\u3001\u75c5\u5bb3\u866b\u3001\u4f7f\u3046\u4e88\u5b9a\u306e\u65e5\u3092\u691c\u7d22\u306e\u6587\u306e\u5148\u982d\u306b\u4ed8\u3051\u307e\u3059\u3002\n\n```\n\u3042\u306a\u305f\u306f\u8fb2\u5354\u306e\u55b6\u8fb2\u90e8\u306e\u62c5\u5f53\u3068\u3057\u3066\u3001\u55b6\u8fb2\u6307\u5c0e\u54e1\u304c\u7d44\u5408\u54e1\u306e\u8fb2\u85ac\u306e\u76f8\u8ac7\u306b\n\u7b54\u3048\u308b\u305f\u3081\u306e\u6750\u6599\u3092\u3001\u7523\u5730\u306e\u9632\u9664\u66a6\u3068\u6280\u8853\u8cc7\u6599\u304b\u3089\u4f5c\u308b\u7acb\u5834\u3067\u3059\u3002\n\u8aad\u3080\u306e\u306f\u55b6\u8fb2\u6307\u5c0e\u54e1\u3067\u3001\u8fb2\u85ac\u306e\u767b\u9332\u5185\u5bb9\u306f\u5225\u306e\u8868\u3067\u78ba\u304b\u3081\u307e\u3059\u3002\n\n\u3010\u524d\u63d0\u3011\n\u691c\u7d22\u306e\u6587\u306e\u6700\u521d\u306b\u3001\u54c1\u76ee\u3001\u4f5c\u578b\u3001\u75c5\u5bb3\u866b\u3001\u4f7f\u3046\u4e88\u5b9a\u306e\u65e5\u304c\u4e26\u3093\u3067\u3044\u307e\u3059\u3002\n\u691c\u7d22\u306e\u5bfe\u8c61\u306f\u3001\u305d\u306e\u54c1\u76ee\u30fb\u4f5c\u578b\u306e\u4eca\u5e74\u5ea6\u306e\u9632\u9664\u66a6\u3068\u6280\u8853\u8cc7\u6599\u3060\u3051\u3067\u3059\u3002\n\n\u3010\u7b54\u3048\u65b9\u3011\n1. \u305d\u306e\u6642\u671f\u306b\u9632\u9664\u66a6\u304c\u52e7\u3081\u3066\u3044\u308b\u5264\u3068\u6563\u5e03\u306e\u76ee\u5b89\u3092\u3001\u66a6\u306e\u8a00\u8449\u306e\u307e\u307e\u5f15\u7528\u3059\u308b\n2. \u6280\u8853\u8cc7\u6599\u306b\u3001\u62b5\u6297\u6027\u3084\u6df7\u7528\u306e\u6ce8\u610f\u304c\u3042\u308c\u3070\u5f15\u7528\u3059\u308b\n3. \u51fa\u5178\u3068\u3057\u3066\u3001\u9632\u9664\u66a6\u306e\u5e74\u5ea6\u30fb\u54c1\u76ee\u30fb\u4f5c\u578b\u3001\u307e\u305f\u306f\u6280\u8853\u8cc7\u6599\u306e\u540d\u524d\u3092\u66f8\u304f\n\n\u3010\u53b3\u5b88\u4e8b\u9805\u3011\n- \u4f7f\u3048\u308b\u3001\u4f7f\u3048\u306a\u3044\u3001\u307e\u3060\u5927\u4e08\u592b\u3001\u3068\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u4f7f\u7528\u56de\u6570\u3092\u6570\u3048\u305f\u308a\u3001\u6b8b\u308a\u306e\u56de\u6570\u3092\u66f8\u3044\u305f\u308a\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u53ce\u7a6b\u307e\u3067\u4f55\u65e5\u3042\u308b\u304b\u3001\u4f7f\u7528\u6642\u671f\u306b\u9593\u306b\u5408\u3046\u304b\u3092\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u9632\u9664\u66a6\u3068\u6280\u8853\u8cc7\u6599\u306b\u7121\u3044\u5264\u3001\u5e0c\u91c8\u500d\u6570\u3001\u4f7f\u7528\u91cf\u3092\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n  \u4e00\u822c\u7684\u306a\u9632\u9664\u306e\u77e5\u8b58\u3067\u88dc\u308f\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u767b\u9332\u306e\u5185\u5bb9\u306f\u5225\u306e\u8868\u3067\u78ba\u304b\u3081\u308b\u306e\u3067\u3001\u767b\u9332\u306b\u3064\u3044\u3066\u63a8\u6e2c\u3067\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u8a72\u5f53\u3059\u308b\u7b87\u6240\u304c\u898b\u3064\u304b\u3089\u306a\u3044\u3068\u304d\u306f\u3001\n  \u300c\u9632\u9664\u66a6\u306b\u8a72\u5f53\u3059\u308b\u7b87\u6240\u306f\u3042\u308a\u307e\u305b\u3093\u3067\u3057\u305f\u300d\u3068\u3060\u3051\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n```\n\n**\u300c\u307e\u3060\u5927\u4e08\u592b\u3068\u66f8\u304b\u306a\u3044\u300d\u3092\u660e\u8a18\u3057\u306a\u3044\u3068\u3001AI\u306f\u9632\u9664\u66a6\u306e\u6642\u671f\u3068\u4f7f\u3046\u4e88\u5b9a\u306e\u65e5\u3092\u898b\u6bd4\u3079\u3066\u5224\u65ad\u3092\u66f8\u304d\u307e\u3059\u3002** \u9632\u9664\u66a6\u306e\u300c\u53ce\u7a6b\u524d\u306e\u6700\u7d42\u6563\u5e03\u300d\u306e\u6b04\u3092\u5f15\u3044\u3066\u300c\u4e88\u5b9a\u65e5\u306a\u3089\u9593\u306b\u5408\u3044\u307e\u3059\u300d\u3068\u66f8\u304d\u307e\u3059\u304c\u3001**\u5b88\u308b\u3079\u304d\u306f\u767b\u9332\u306e\u4f7f\u7528\u6642\u671f\u3067\u3001\u66a6\u306e\u6b04\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002**\n\n### \u51fa\u529b\u5f62\u5f0f\n\n**\u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u3001\u767b\u9332\u306e\u884c\u30fb\u56de\u6570\u30fb\u65e5\u6570\u30fb\u9632\u9664\u66a6\u306e\u5f15\u7528\u3092\u6b21\u306e\u5f62\u306b\u307e\u3068\u3081\u307e\u3059\u3002**\n\n```json\n{\n  \"consult_id\": \"\",\n  \"crop\": \"\", \"crop_group_used\": \"\", \"pest_input\": \"\",\n  \"registration\": [ { \"reg_no\": \"\", \"name\": \"\", \"pest\": \"\", \"timing\": \"\",\n                      \"method\": \"\", \"times_product\": \"\",\n                      \"ingredients\": [ { \"name\": \"\", \"times_total\": \"\", \"used\": 0 } ],\n                      \"release\": \"\" } ],\n  \"days_to_harvest\": 0,\n  \"calendar\": [ { \"quote\": \"\", \"source\": \"\", \"uri\": \"\" } ],\n  \"flags\": [],\n  \"route\": \"ok | check\"\n}\n```\n\n`registration` \u306f\u767b\u9332\u5185\u5bb9\u306e\u691c\u7d22\u306e\u8fd4\u308a\u5024\u304b\u3089\u3001`used` \u306f\u9632\u9664\u306e\u8a18\u9332\u304b\u3089\u3001`days_to_harvest` \u306f\u65e5\u4ed8\u304b\u3089\u3001\u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u5165\u308c\u307e\u3059\u3002**`calendar` \u3060\u3051\u304c answer \u30e1\u30bd\u30c3\u30c9\u306e\u8fd4\u308a\u5024\u3067\u3059\u3002** \u5f15\u7528\u306e\u4f4d\u7f6e\u306f UTF-8 \u306e\u30d0\u30a4\u30c8\u6570\u306a\u306e\u3067\u3001\u65e5\u672c\u8a9e\u306e\u6587\u3092\u6587\u5b57\u6570\u3067\u5207\u308b\u3068\u305a\u308c\u307e\u3059\u3002\n\n**`route` \u306f\u6b21\u306e\u898f\u5247\u3067\u6c7a\u3081\u307e\u3059\u3002**\n\n| `flags` | \u7acb\u3066\u308b\u6761\u4ef6 |\n|:--|:--|\n| `not_registered` | \u8fb2\u85ac\u30fb\u4f5c\u7269\uff08\u307e\u305f\u306f\u4f5c\u7269\u7fa4\uff09\u306e\u884c\u304c\u7121\u3044 |\n| `pest_unmatched` | \u8fd4\u3063\u3066\u304d\u305f\u884c\u306e `pest` \u304c\u3001\u5165\u308c\u305f\u75c5\u5bb3\u866b\u3068\u6587\u5b57\u3067\u4e00\u81f4\u3057\u306a\u3044 |\n| `times_no_room` | \u672c\u5264\u306e\u56de\u6570\u304b\u3001\u6210\u5206\u3054\u3068\u306e\u7dcf\u4f7f\u7528\u56de\u6570\u306e\u6b8b\u308a\u304c0 |\n| `timing_parse` | \u4f7f\u7528\u6642\u671f\u304c\u300c\u53ce\u7a6bN\u65e5\u524d\u307e\u3067\u300d\u300c\u53ce\u7a6b\u524d\u65e5\u307e\u3067\u300d\u306e\u5f62\u3067\u306a\u304f\u3001\u65e5\u6570\u3067\u6bd4\u3079\u3089\u308c\u306a\u3044 |\n| `timing_out` | \u53ce\u7a6b\u307e\u3067\u306e\u65e5\u6570\u304c\u3001\u4f7f\u7528\u6642\u671f\u306e\u65e5\u6570\u3088\u308a\u5c11\u306a\u3044 |\n| `record_unmatched` | \u9632\u9664\u306e\u8a18\u9332\u306b\u3001\u767b\u9332\u756a\u53f7\u306b\u5f15\u304d\u5f53\u3066\u3089\u308c\u306a\u3044\u540d\u524d\u304c\u3042\u308b |\n| `calendar_conflict` | \u9632\u9664\u66a6\u304c\u52e7\u3081\u308b\u5264\u304c\u3001\u524d\u306e\u7248\u3068\u306e\u6bd4\u8f03\u306e\u4e00\u89a7\u306b\u5165\u3063\u3066\u3044\u308b |\n\n**\u3069\u308c\u306b\u3082\u5f53\u305f\u3089\u306a\u3044\u3082\u306e\u3060\u3051\u304c `ok` \u3067\u3059\u3002** `ok` \u3067\u3082\u3001\u7d44\u5408\u54e1\u306b\u7b54\u3048\u308b\u306e\u306f\u6307\u5c0e\u54e1\u3067\u3059\u3002**`timing_parse` \u306f\u300c\u5b9a\u690d\u6642\u300d\u300c\u751f\u80b2\u671f\u300d\u306e\u3088\u3046\u306a\u66f8\u304d\u65b9\u306e\u884c\u3067\u3001\u65e5\u6570\u306e\u6bd4\u3079\u65b9\u3092\u6a5f\u68b0\u304c\u6c7a\u3081\u3089\u308c\u306a\u3044\u3082\u306e\u3067\u3059\u3002** \u6307\u5c0e\u54e1\u304c\u767b\u9332\u306e\u8a00\u8449\u3092\u8aad\u3093\u3067\u5224\u65ad\u3057\u307e\u3059\u3002\n\n### \u30b7\u30b9\u30c6\u30e0\u9023\u643a\n\n| \u3064\u306a\u304e\u5148 | \u65b9\u5f0f | \u5185\u5bb9 |\n|:--|:--|:--|\n| \u76f8\u8ac7\u306e\u753b\u9762 | \u753b\u9762\u304b\u3089\u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u547c\u3076 | 5\u9805\u76ee\u3092\u53d7\u3051\u53d6\u308a\u30011\u679a\u306e\u6750\u6599\u3092\u8fd4\u3059 |\n| \u767b\u9332\u5185\u5bb9\u306e\u30c7\u30fc\u30bf\u30b9\u30c8\u30a2 | \u691c\u7d22\uff08\u69cb\u9020\u5316\u30c7\u30fc\u30bf\uff09 | \u8fb2\u85ac\u30fb\u4f5c\u7269\u30fb\u75c5\u5bb3\u866b\u306e\u884c |\n| \u9632\u9664\u306e\u8a18\u9332 | \u8aad\u307f\u51fa\u3057 | \u7d44\u5408\u54e1\u30fb\u5703\u5834\u30fb\u4f5c\u578b\u306e\u4f7f\u3063\u305f\u8fb2\u85ac\u3068\u65e5\u4ed8 |\n| \u9632\u9664\u66a6\u306e\u30c7\u30fc\u30bf\u30b9\u30c8\u30a2 | answer \u30e1\u30bd\u30c3\u30c9 | \u305d\u306e\u6642\u671f\u306e\u52e7\u3081\u3068\u6ce8\u610f\u306e\u5f15\u7528 |\n| \u55b6\u8fb2\u90e8\u306e\u4e00\u89a7 | 1\u884c\u8db3\u3059 | `calendar_conflict` \u3092\u9632\u9664\u66a6\u306e\u62c5\u5f53\u306b\u77e5\u3089\u305b\u308b |\n\n**\u9632\u9664\u306e\u8a18\u9332\u306b\u306f\u66f8\u304d\u8fbc\u307f\u307e\u305b\u3093\u3002** \u7d44\u5408\u54e1\u304c\u76f8\u8ac7\u306e\u3042\u3068\u306b\u4f7f\u3063\u305f\u304b\u3069\u3046\u304b\u306f\u3001\u7d44\u5408\u54e1\u304c\u51fa\u3059\u8a18\u9332\u3067\u6b8b\u308a\u307e\u3059\u3002\n\n### \u4eba\u9593\u306e\u78ba\u8a8d\n\n**\u7d44\u5408\u54e1\u306b\u7b54\u3048\u308b\u306e\u306f\u3001\u3044\u3064\u3082\u6307\u5c0e\u54e1\u3067\u3059\u3002** \u6750\u6599\u306e1\u679a\u3092\u8aad\u307f\u3001\u6b21\u306e\u9806\u306b\u78ba\u304b\u3081\u307e\u3059\u3002\n\n1. **\u767b\u9332\u306e\u884c\u3092\u78ba\u304b\u3081\u308b** \u2026 `pest` \u304c\u76f8\u8ac7\u306e\u75c5\u5bb3\u866b\u304b\u3001`crop_group_used` \u304c\u6b63\u3057\u3044\u7fa4\u304b\u3092\u898b\u307e\u3059\n2. **\u56de\u6570\u3092\u78ba\u304b\u3081\u308b** \u2026 \u6210\u5206\u3054\u3068\u306e `used` \u3068 `times_total` \u3092\u898b\u3066\u3001\u8a18\u9332\u306e\u5f15\u304d\u5f53\u3066\u306b `record_unmatched` \u304c\u7121\u3044\u304b\u3092\u898b\u307e\u3059\n3. **\u4f7f\u7528\u6642\u671f\u3092\u78ba\u304b\u3081\u308b** \u2026 `timing` \u3068 `days_to_harvest` \u3092\u898b\u307e\u3059\u3002**\u53ce\u7a6b\u306e\u4e88\u5b9a\u304c\u305a\u308c\u305d\u3046\u306a\u3089\u3001\u7d44\u5408\u54e1\u306b\u305d\u306e\u524d\u63d0\u3067\u4f1d\u3048\u307e\u3059**\n4. **`check` \u306f\u767b\u9332\u306e\u753b\u9762\u3067\u958b\u304d\u76f4\u3059** \u2026 \u8fb2\u85ac\u767b\u9332\u60c5\u5831\u63d0\u4f9b\u30b7\u30b9\u30c6\u30e0\u3067\u3001\u305d\u306e\u8fb2\u85ac\u306e\u9069\u7528\u8868\u3092\u958b\u3044\u3066\u78ba\u304b\u3081\u307e\u3059\n\n**3\u756a\u76ee\u306e\u300c\u53ce\u7a6b\u306e\u4e88\u5b9a\u304c\u305a\u308c\u305d\u3046\u300d\u306f\u3001\u6a5f\u68b0\u306b\u306f\u5206\u304b\u308a\u307e\u305b\u3093\u3002** \u5929\u5019\u3067\u53ce\u7a6b\u304c\u65e9\u307e\u308c\u3070\u3001\u4f7f\u7528\u6642\u671f\u3092\u5272\u308a\u8fbc\u307f\u307e\u3059\u3002**\u767b\u9332\u306e\u4f7f\u7528\u6642\u671f\u304c\u53ce\u7a6b\u306e\u4f55\u65e5\u524d\u307e\u3067\u304b\u3092\u3001\u7d44\u5408\u54e1\u306b\u6570\u5b57\u3067\u4f1d\u3048\u307e\u3059\u3002**\n\n**\u7d44\u5408\u54e1\u3078\u306e\u4f1d\u3048\u65b9\u306f\u3001\u767b\u9332\u306e\u8a00\u8449\u3068\u6570\u5b57\u3092\u305d\u306e\u307e\u307e\u4f7f\u3044\u307e\u3059\u3002** \u300c\u3053\u306e\u5264\u306f\u30ad\u30e3\u30d9\u30c4\u306e\u30b3\u30ca\u30ac\u306b\u767b\u9332\u304c\u3042\u308a\u3001\u53ce\u7a6b7\u65e5\u524d\u307e\u3067\u3001\u672c\u5264\u306f3\u56de\u4ee5\u5185\u3067\u3059\u3002\u540c\u3058\u6210\u5206\u3092\u542b\u3080\u5264\u3092\u4eca\u4f5c\u30672\u56de\u4f7f\u3063\u3066\u3044\u308b\u306e\u3067\u3001\u6210\u5206\u3068\u3057\u3066\u306f\u3042\u30682\u56de\u3067\u3059\u300d\u306e\u3088\u3046\u306b\u3001**\u3069\u306e\u884c\u306e\u3069\u306e\u6570\u5b57\u304b\u304c\u5206\u304b\u308b\u5f62\u3067\u4f1d\u3048\u3001** \u76f8\u8ac7\u306e\u8a18\u9332\u306b\u3082\u540c\u3058\u8a00\u8449\u3067\u66f8\u304d\u307e\u3059\u3002\n\n### \u4f8b\u5916\u51e6\u7406\n\n| \u8d77\u304d\u308b\u3053\u3068 | \u5bfe\u5fdc |\n|:--|:--|\n| \u7d44\u5408\u54e1\u306e\u756a\u53f7\u304b\u5703\u5834\u304c\u7121\u3044 | \u56de\u6570\u3092\u6570\u3048\u305a `check`\u3002\u767b\u9332\u306e\u884c\u3068\u9632\u9664\u66a6\u3060\u3051\u3092\u8fd4\u3059 |\n| \u4f5c\u7269\u304c\u4f5c\u7269\u7fa4\u306e\u8868\u306b\u7121\u3044 | \u500b\u5225\u306e\u4f5c\u7269\u306e\u884c\u3060\u3051\u3067\u691c\u7d22\u3057\u3001`not_registered` \u306a\u3089 `check` |\n| CSV\u306e\u53d6\u308a\u76f4\u3057\u306b\u5931\u6557\u3057\u305f | \u524d\u306e\u7248\u306e\u307e\u307e\u4f7f\u3044\u3001\u53cd\u6620\u306e\u65e5\u3092\u753b\u9762\u3067\u8d64\u304f\u51fa\u3059 |\n| \u6df7\u5408\u5264\u3067\u6210\u5206\u304c3\u3064\u3042\u308b | \u6210\u5206\u3054\u3068\u306b\u56de\u6570\u3092\u6570\u3048\u3001\u3069\u308c\u304b1\u3064\u3067\u3082\u6b8b\u308a\u304c0\u306a\u3089 `times_no_room` |\n| \u9632\u9664\u306e\u8a18\u9332\u306b\u65e5\u4ed8\u306e\u7121\u3044\u884c\u304c\u3042\u308b | \u4eca\u4f5c\u306e\u56de\u6570\u306b\u5165\u308c\u3001`record_unmatched` \u3067\u6307\u5c0e\u54e1\u3078 |\n| \u767b\u9332\u304c\u5931\u52b9\u3057\u305f\u8fb2\u85ac\u3092\u805e\u304b\u308c\u305f | \u884c\u304c\u7121\u3044\u306e\u3067 `not_registered`\u3002\u6307\u5c0e\u54e1\u304c\u5931\u52b9\u306e\u60c5\u5831\u3092\u78ba\u304b\u3081\u308b |\n| \u691c\u7d22\u306e\u547c\u3073\u51fa\u3057\u304c\u5931\u6557\u3057\u305f | \u300c\u78ba\u8a8d\u3067\u304d\u307e\u305b\u3093\u3067\u3057\u305f\u300d\u3068\u8fd4\u3057\u3001\u5f93\u6765\u3069\u304a\u308a\u767b\u9332\u306e\u753b\u9762\u3067\u8abf\u3079\u308b |\n\n**5\u884c\u76ee\u3067\u65e5\u4ed8\u306e\u7121\u3044\u884c\u3092\u4eca\u4f5c\u306b\u5165\u308c\u308b\u306e\u306f\u3001\u56de\u6570\u3092\u5c11\u306a\u304f\u6570\u3048\u306a\u3044\u305f\u3081\u3067\u3059\u3002** \u5c11\u306a\u304f\u6570\u3048\u305f\u8aa4\u308a\u306f\u4f7f\u7528\u306e\u57fa\u6e96\u306e\u9055\u53cd\u306b\u3064\u306a\u304c\u308a\u3001\u591a\u304f\u6570\u3048\u305f\u8aa4\u308a\u306f\u6307\u5c0e\u54e1\u304c\u8a18\u9332\u3092\u898b\u308c\u3070\u76f4\u305b\u307e\u3059\u3002\n\n### \u4fdd\u5b58\u30fb\u30ed\u30b0\n\n- \u76f8\u8ac7\u306e5\u9805\u76ee\u3001\u7d44\u5408\u54e1\u3068\u5703\u5834\u3001\u6307\u5c0e\u54e1\u3001\u65e5\u6642\n- \u4f7f\u3063\u305f\u767b\u9332\u5185\u5bb9\u306e\u7248\uff08\u53cd\u6620\u306e\u65e5\uff09\u3068\u3001\u8fd4\u3063\u3066\u304d\u305f\u884c\n- \u56de\u6570\u306e\u6570\u3048\u65b9\u306e\u5185\u8a33\uff08\u8a18\u9332\u306e\u3069\u306e\u884c\u3092\u3001\u3069\u306e\u6210\u5206\u3067\u6570\u3048\u305f\u304b\uff09\n- answer \u30e1\u30bd\u30c3\u30c9\u306e\u8fd4\u308a\u5024\u306e\u5168\u6587\u3001`flags` \u3068 `route`\n- \u6307\u5c0e\u54e1\u304c\u7d44\u5408\u54e1\u306b\u7b54\u3048\u305f\u5185\u5bb9\uff08\u76f8\u8ac7\u306e\u8a18\u9332\u306b\u672c\u4eba\u304c\u66f8\u304f\uff09\n\n**\u56de\u6570\u306e\u5185\u8a33\u3092\u6b8b\u3059\u306e\u306f\u3001\u51fa\u8377\u306e\u524d\u306e\u78ba\u304b\u3081\u3067\u98df\u3044\u9055\u3044\u304c\u51fa\u305f\u3068\u304d\u306b\u3001\u3069\u306e\u8a18\u9332\u3092\u3069\u3046\u6570\u3048\u305f\u304b\u3092\u793a\u3059\u305f\u3081\u3067\u3059\u3002**","minimal_setup":"1. \u76f8\u8ac7\u306e\u591a\u3044\u54c1\u76ee\uff08\u30ad\u30e3\u30d9\u30c4\u3068\u306a\u3057\u306a\u3069\uff09\u306b\u3064\u3044\u3066\u3001\u4eca\u5e74\u306e\u9632\u9664\u66a6\u3068\u3001\u3088\u304f\u4f7f\u3046\u8fb2\u85ac20\u5264\u306e\u9069\u7528\u8868\u3092\u8fb2\u85ac\u767b\u9332\u60c5\u5831\u63d0\u4f9b\u30b7\u30b9\u30c6\u30e0\u304b\u3089\u5199\u3059\n2. \u904e\u53bb1\u304b\u6708\u306e\u76f8\u8ac7\u304b\u308930\u4ef6\u3092\u62fe\u3046\uff08**\u6210\u5206\u304c\u540c\u3058\u5225\u306e\u5546\u54c1\u3092\u4f7f\u3063\u3066\u3044\u305f\u3082\u306e\u3001\u4f5c\u7269\u7fa4\u306e\u767b\u9332\u306e\u5264\u3001\u53ce\u7a6b\u304c\u8fd1\u3044\u3082\u306e\u3092\u6570\u4ef6\u5165\u308c\u308b**\uff09\n3. \u624b\u5143\u306eAI\u30b5\u30fc\u30d3\u30b9\u306b\u9069\u7528\u8868\u3068\u9632\u9664\u66a6\u3092\u8cbc\u308a\u3001\u7b2c7\u7ae0\u306e\u6307\u793a\u3092\u8cbc\u3063\u3066\u3001\u9632\u9664\u306e\u8a18\u9332\u3092\u6dfb\u3048\u30661\u4ef6\u305a\u3064\u5165\u308c\u308b\n4. \u51fa\u3066\u304d\u305f\u6750\u6599\u3092\u3001\u5f53\u6642\u306e\u6307\u5c0e\u54e1\u306e\u7b54\u3048\u3068\u7a81\u304d\u5408\u308f\u305b\u308b\n\n| \u51fa\u3066\u304d\u305f\u5185\u5bb9 | \u5224\u65ad |\n|:--|:--|\n| \u767b\u9332\u306e\u884c\u3068\u9632\u9664\u66a6\u3092\u6b63\u3057\u304f\u5f15\u3044\u305f | **\u30c7\u30fc\u30bf\u30b9\u30c8\u30a2\u3078\u306e\u53d6\u308a\u8fbc\u307f\u306b\u9032\u3080** |\n| \u5546\u54c1\u306e\u540d\u524d\u3067\u56de\u6570\u3092\u6570\u3048\u305f | **\u56de\u6570\u3092\u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0\u3067\u6570\u3048\u308b\u8a2d\u8a08\u3067\u9032\u3081\u308b** |\n| \u300c\u307e\u3060\u5927\u4e08\u592b\u3067\u3059\u300d\u3068\u66f8\u3044\u305f | \u6307\u793a\u3067\u76f4\u308b\u304b\u8a66\u3059\u3002**\u76f4\u3089\u306a\u304f\u3066\u3082\u3001\u5224\u65ad\u306f\u8868\u306e\u5074\u3067\u51fa\u3059** |\n\n**2\u884c\u76ee\u304c\u51fa\u308b\u3053\u3068\u306f\u73cd\u3057\u304f\u3042\u308a\u307e\u305b\u3093\u3002** \u8a18\u9332\u306b\u5546\u54c1\u306e\u540d\u524d\u3057\u304b\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u3068\u3001AI\u306f\u5546\u54c1\u3054\u3068\u306b\u6570\u3048\u307e\u3059\u3002**\u6210\u5206\u306e\u8868\u3068\u8a18\u9332\u3092\u6a5f\u68b0\u3067\u3064\u306a\u3050\u7406\u7531\u304c\u3001\u3053\u3053\u3067\u5206\u304b\u308a\u307e\u3059\u3002**","minimal_setup_short":"\u9069\u7528\u8868\u3068\u9632\u9664\u66a6\u3092\u624b\u5143\u306eAI\u30b5\u30fc\u30d3\u30b9\u306b\u8cbc\u308a\u3001\u76f8\u8ac7\u30921\u4ef6\u305a\u3064\u5165\u308c\u308b \uff0f \u767b\u9332\u306e\u884c\u3068\u9632\u9664\u66a6\u3092\u63a2\u3057\u3066\u5f15\u7528\u3059\u308b","semi_auto_setup":"\u4e0a\u8a18\uff0b\u767b\u9332\u5185\u5bb9\u3068\u9632\u9664\u66a6\u3092\u30c7\u30fc\u30bf\u30b9\u30c8\u30a2\u306b\u53d6\u308a\u8fbc\u307f\u3001\u6307\u5c0e\u54e1\u304c\u691c\u7d22\u306e\u753b\u9762\u3067\u4f7f\u3046 \uff0f \u767b\u9332\u306e\u884c\u3068\u9632\u9664\u66a6\u306e\u691c\u7d22\u3002\u56de\u6570\u306f\u6307\u5c0e\u54e1\u304c\u6570\u3048\u308b","full_setup":"\u4e0a\u8a18\uff0b\u9632\u9664\u306e\u8a18\u9332\u304b\u3089\u6210\u5206\u3054\u3068\u306e\u56de\u6570\u3068\u53ce\u7a6b\u307e\u3067\u306e\u65e5\u6570\u3092\u6570\u3048\u3001`ok`\uff0f`check` \u306b\u5206\u3051\u3001\u9632\u9664\u66a6\u306e\u98df\u3044\u9055\u3044\u3092\u55b6\u8fb2\u90e8\u306b\u77e5\u3089\u305b\u308b \uff0f \u76f8\u8ac7\u306e\u53d7\u4ed8\u304b\u3089\u56de\u7b54\u306e\u6750\u6599\u3001\u98df\u3044\u9055\u3044\u306e\u77e5\u3089\u305b\u307e\u3067","level_note":"**\u6700\u5c0f\u69cb\u6210\u3067\u306f\u4ef6\u6570\u304c\u3055\u3070\u3051\u307e\u305b\u3093\u3002** \u9069\u7528\u8868\u3092\u6bce\u56de\u5199\u3059\u624b\u9593\u304c\u304b\u304b\u308a\u3001**\u78ba\u304b\u3081\u308b\u305f\u3081\u306e\u6bb5\u968e\u3067\u3059\u3002**\n**\u534a\u81ea\u52d5\u5316\u3067\u30019\u5206\u304c6\u5206\u7a0b\u5ea6\u306b\u306a\u308a\u307e\u3059\u3002** \u767b\u9332\u306e\u884c\u3068\u9632\u9664\u66a6\u3092\u63a2\u3059\u6642\u9593\u306f\u6e1b\u308a\u307e\u3059\u304c\u3001\u8a18\u9332\u3092\u958b\u3044\u3066\u6210\u5206\u3054\u3068\u306b\u6570\u3048\u308b\u624b\u9593\u304c\u6b8b\u308a\u307e\u3059\u3002**\u672c\u683c\u69cb\u6210\u30674\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\u2461\u306e\u56de\u6570\u306e\u6570\u3048\u304c\u81ea\u52d5\u306b\u306a\u308b\u3053\u3068\u3067\u3059\u3002","troubleshooting":"| \u554f\u984c | \u5bfe\u7b56 |\n|:--|:--|\n| \u5546\u54c1\u306e\u540d\u524d\u3067\u56de\u6570\u3092\u6570\u3048\u308b | \u6709\u52b9\u6210\u5206\u3054\u3068\u306b\u3001\u8a18\u9332\u3092\u767b\u9332\u756a\u53f7\u306b\u5f15\u304d\u5f53\u3066\u3066\u6570\u3048\u308b |\n| \u4f5c\u7269\u7fa4\u3068\u500b\u5225\u306e\u4f5c\u7269\u306e\u884c\u3092\u53d6\u308a\u9055\u3048\u308b | \u500b\u5225\u306e\u4f5c\u7269\u306e\u884c\u304c\u3042\u308c\u3070\u305d\u308c\u3092\u3001\u7121\u3051\u308c\u3070\u7fa4\u306e\u884c\u3092\u9078\u3076 |\n| \u9632\u9664\u66a6\u306e\u6642\u671f\u3067\u7b54\u3048\u3066\u3057\u307e\u3046 | \u6839\u62e0\u306f\u767b\u9332\u306e\u4f7f\u7528\u6642\u671f\u3002\u66a6\u306f\u52e7\u3081\u3068\u3057\u3066\u6dfb\u3048\u308b |\n| \u767b\u9332\u306e\u5909\u66f4\u306b\u6c17\u3065\u304b\u306a\u3044 | \u53d6\u308a\u8fbc\u307f\u306e\u305f\u3073\u306b\u524d\u306e\u7248\u3068\u6bd4\u3079\u3001\u9632\u9664\u66a6\u306e\u5264\u3068\u7167\u3089\u3059 |\n| \u4f7f\u7528\u6642\u671f\u306e\u66f8\u304d\u65b9\u304c\u3055\u307e\u3056\u307e | \u65e5\u6570\u3067\u6bd4\u3079\u3089\u308c\u306a\u3044\u5f62\u306f `timing_parse` \u3067\u6307\u5c0e\u54e1\u3078 |\n| \u75c5\u5bb3\u866b\u306e\u66f8\u304d\u65b9\u304c\u9055\u3063\u3066\u5f53\u305f\u3089\u306a\u3044 | \u75c5\u5bb3\u866b\u306f\u7d5e\u308a\u8fbc\u307f\u306b\u5165\u308c\u305a\u691c\u7d22\u306e\u6587\u306b\u5165\u308c\u3001`pest` \u3092\u6307\u5c0e\u54e1\u304c\u78ba\u304b\u3081\u308b |\n| \u8a18\u9332\u306e\u540d\u524d\u304c\u5f15\u304d\u5f53\u3066\u3089\u308c\u306a\u3044 | `record_unmatched` \u3067\u77e5\u3089\u305b\u3001\u53f0\u5e33\u3092\u76f4\u3059 |\n| \u5f15\u7528\u306e\u4f4d\u7f6e\u304c\u305a\u308c\u308b | \u4f4d\u7f6e\u306f UTF-8 \u306e\u30d0\u30a4\u30c8\u6570\u3002\u6587\u5b57\u6570\u3067\u5207\u3089\u306a\u3044 |\n\n**\u4e0a\u306e3\u884c\u304c\u3001\u3053\u306e\u69cb\u6210\u306e\u5931\u6557\u306e\u307b\u3068\u3093\u3069\u3067\u3059\u3002** \u3069\u308c\u3082\u3001\u4f7f\u7528\u306e\u57fa\u6e96\u304b\u3089\u5916\u308c\u305f\u4f7f\u3044\u65b9\u3092\u300c\u5927\u4e08\u592b\u300d\u3068\u7b54\u3048\u3066\u3057\u307e\u3046\u8aa4\u308a\u3067\u3059\u3002**\u56de\u6570\u3068\u884c\u306e\u9078\u3073\u65b9\u3092\u3001AI\u306e\u5916\u306e\u898f\u5247\u3067\u5b88\u308a\u307e\u3059\u3002**","governance_notes":"**\u3053\u306e\u69cb\u6210\u3067\u6271\u3046\u30c7\u30fc\u30bf\uff1a** \u8fb2\u85ac\u306e\u767b\u9332\u5185\u5bb9\uff08\u516c\u958b\u306e\u60c5\u5831\uff09\u3001\u7523\u5730\u306e\u9632\u9664\u66a6\uff08\u8fb2\u5354\u306e\u6587\u66f8\uff09\u3001\u7d44\u5408\u54e1\u306e\u9632\u9664\u306e\u8a18\u9332\uff08\u7d44\u5408\u54e1\u3054\u3068\u306e\u5703\u5834\u3068\u8fb2\u85ac\u306e\u4f7f\u7528\u306e\u8a18\u9332\uff09\u3001\u76f8\u8ac7\u306e\u5185\u5bb9\u3067\u3059\u3002\n\n1. **\u4f7f\u7528\u306e\u57fa\u6e96\u306f\u767b\u9332\u5185\u5bb9\u304b\u3089\u6c7a\u307e\u308b** \u2026 \u8fb2\u85ac\u53d6\u7de0\u6cd5\u306f\u3001\u8fb2\u6797\u6c34\u7523\u5927\u81e3\u3068\u74b0\u5883\u5927\u81e3\u304c\u8fb2\u85ac\u306e\u4f7f\u7528\u306e\u6642\u671f\u30fb\u65b9\u6cd5\u306a\u3069\u306b\u3064\u3044\u3066\u8fb2\u85ac\u4f7f\u7528\u8005\u304c\u5b88\u308b\u3079\u304d\u57fa\u6e96\u3092\u5b9a\u3081\u3001\u8fb2\u85ac\u4f7f\u7528\u8005\u306f\u305d\u306e\u57fa\u6e96\u306b\u9055\u53cd\u3057\u3066\u8fb2\u85ac\u3092\u4f7f\u3063\u3066\u306f\u306a\u3089\u306a\u3044\u3068\u3057\u3066\u3044\u307e\u3059\u3002\u57fa\u6e96\u306e\u7701\u4ee4\u306f\u3001\u9069\u7528\u8fb2\u4f5c\u7269\u7b49\u306e\u7bc4\u56f2\u306b\u542b\u307e\u308c\u306a\u3044\u98df\u7528\u8fb2\u4f5c\u7269\u7b49\u306b\u4f7f\u308f\u306a\u3044\u3053\u3068\u3001\u4f7f\u7528\u6642\u671f\u4ee5\u5916\u306b\u4f7f\u308f\u306a\u3044\u3053\u3068\u3001\u6709\u52b9\u6210\u5206\u306e\u7a2e\u985e\u3054\u3068\u306e\u7dcf\u4f7f\u7528\u56de\u6570\u3092\u8d85\u3048\u3066\u4f7f\u308f\u306a\u3044\u3053\u3068\u306a\u3069\u3092\u5b9a\u3081\u3066\u3044\u307e\u3059\u3002**\u3053\u306e\u69cb\u6210\u306f\u3001\u305d\u306e\u78ba\u304b\u3081\u3092\u65e9\u304f\u3059\u308b\u3082\u306e\u3067\u3001\u6307\u5c0e\u54e1\u306e\u78ba\u304b\u3081\u3092\u7701\u304f\u3082\u306e\u3067\u306f\u3042\u308a\u307e\u305b\u3093**\n2. **\u7d44\u5408\u54e1\u306e\u8a18\u9332\u3092\u76ee\u7684\u306e\u5916\u306b\u4f7f\u308f\u306a\u3044** \u2026 \u9632\u9664\u306e\u8a18\u9332\u306f\u3001\u51fa\u8377\u306e\u524d\u306e\u78ba\u304b\u3081\u3068\u6307\u5c0e\u306e\u305f\u3081\u306b\u96c6\u3081\u3066\u3044\u308b\u3082\u306e\u3067\u3059\u3002**\u76f8\u8ac7\u306e\u753b\u9762\u306f\u6307\u5c0e\u54e1\u3060\u3051\u304c\u4f7f\u3044\u3001\u8a18\u9332\u3092\u4ed6\u306e\u76ee\u7684\u306b\u56de\u3057\u307e\u305b\u3093**\n3. **\u516c\u958b\u306e\u767b\u9332\u60c5\u5831\u3092\u6700\u65b0\u306b\u4fdd\u3064** \u2026 \u767b\u9332\u60c5\u5831\u63d0\u4f9b\u30b7\u30b9\u30c6\u30e0\u306b\u306f\u53cd\u6620\u306e\u65e5\u304c\u51fa\u3066\u304a\u308a\u3001FAMIC \u306e\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u306b\u3082\u53cd\u6620\u306e\u65e5\u304c\u66f8\u304b\u308c\u3066\u3044\u307e\u3059\u3002**\u53d6\u308a\u8fbc\u307f\u306e\u7248\u3092\u753b\u9762\u306b\u51fa\u3057\u3001\u53e4\u3044\u7248\u3067\u7b54\u3048\u3066\u3044\u306a\u3044\u304b\u3092\u6307\u5c0e\u54e1\u304c\u898b\u3089\u308c\u308b\u3088\u3046\u306b\u3057\u307e\u3059**\n4. **\u7d44\u5408\u54e1\u306b\u76f4\u63a5\u8fd4\u3055\u306a\u3044** \u2026 \u7d44\u5408\u54e1\u304c\u81ea\u5206\u3067\u805e\u304f\u5f62\u306b\u3059\u308b\u3068\u3001\u4f7f\u7528\u6642\u671f\u3084\u56de\u6570\u306e\u524d\u63d0\uff08\u53ce\u7a6b\u306e\u4e88\u5b9a\u3001\u8a18\u9332\u306e\u66f8\u304d\u6f0f\u308c\uff09\u3092\u78ba\u304b\u3081\u308b\u4eba\u304c\u3044\u306a\u304f\u306a\u308a\u307e\u3059\n5. **\u30c7\u30fc\u30bf\u306e\u7f6e\u304d\u5834\u6240\u3092\u78ba\u304b\u3081\u308b** \u2026 \u516c\u5f0f\u3067\u306f\u3001\u30c7\u30fc\u30bf\u30b9\u30c8\u30a2\u306e\u5834\u6240\u306f `global`\u30fb`us`\u30fb`eu` \u3067\u3001\u65e5\u672c\u306e\u30ea\u30fc\u30b8\u30e7\u30f3\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u7d44\u5408\u54e1\u306e\u8a18\u9332\u306e\u53d6\u6271\u3044\u306e\u898f\u7a0b\u3068\u5408\u308f\u305b\u3066\u78ba\u304b\u3081\u3066\u304f\u3060\u3055\u3044\n\n\u8aa4\u308a\u304c\u8d77\u304d\u305f\u5834\u5408\u306e\u30ea\u30b9\u30af\u306f\u3001**\u4f7f\u7528\u306e\u57fa\u6e96\u3092\u5916\u308c\u305f\u4f7f\u3044\u65b9\u3092\u7d44\u5408\u54e1\u306b\u52e7\u3081\u3001\u51fa\u8377\u304c\u6b62\u307e\u308b\u3053\u3068\u3067\u3059\u3002** \u591a\u304f\u306f\u56de\u6570\u306e\u6570\u3048\u6f0f\u308c\u3068\u3001\u4f5c\u7269\u7fa4\u306e\u884c\u306e\u53d6\u308a\u9055\u3048\u304b\u3089\u8d77\u304d\u307e\u3059\u3002**\u3069\u3061\u3089\u3082\u3001AI\u306e\u6587\u3067\u306f\u306a\u304f\u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0\u306e\u898f\u5247\u3067\u5b88\u308a\u307e\u3059\u3002**","recommended_for":"\u91ce\u83dc\u30fb\u679c\u6a39\u306a\u3069\u306e\u7523\u5730\u3092\u6301\u3061\u3001\u54c1\u76ee\u3068\u4f5c\u578b\u3054\u3068\u306e\u9632\u9664\u66a6\u3092\u4f5c\u3063\u3066\u7d44\u5408\u54e1\u306b\u914d\u308a\u3001\u55b6\u8fb2\u6307\u5c0e\u54e1\u304c\u8fb2\u85ac\u306e\u4f7f\u3044\u65b9\u306e\u76f8\u8ac7\u3092\u6bce\u65e5\u53d7\u3051\u3066\u3044\u308b\u8fb2\u5354\u3002\u7d44\u5408\u54e1\u306e\u9632\u9664\u306e\u8a18\u9332\uff08\u683d\u57f9\u306e\u5c65\u6b74\uff09\u3092\u8fb2\u5354\u304c\u96c6\u3081\u3066\u304a\u308a\u3001\u51fa\u8377\u306e\u524d\u306b\u4f7f\u7528\u306e\u57fa\u6e96\u3092\u5b88\u3063\u3066\u3044\u308b\u304b\u3092\u78ba\u304b\u3081\u308b\u5fc5\u8981\u304c\u3042\u308b\u5834\u5408\u3002\u76f8\u8ac7\u3078\u306e\u7b54\u3048\u304c\u6307\u5c0e\u54e1\u306e\u7d4c\u9a13\u306b\u3088\u3063\u3066\u9055\u3044\u3001\u767b\u9332\u306e\u78ba\u304b\u3081\u306b\u6642\u9593\u304c\u304b\u304b\u3063\u3066\u3044\u308b\u5834\u5408\u3002","not_recommended_for":"\u6271\u3046\u54c1\u76ee\u304c1\u3064\u3067\u3001\u4f7f\u3046\u8fb2\u85ac\u3082\u6570\u5264\u306b\u9650\u3089\u308c\u3001\u6307\u5c0e\u54e1\u304c\u767b\u9332\u5185\u5bb9\u3092\u899a\u3048\u3066\u3044\u3089\u308c\u308b\u5834\u5408\u3002\u7d44\u5408\u54e1\u306e\u9632\u9664\u306e\u8a18\u9332\u3092\u96c6\u3081\u3066\u3044\u306a\u3044\u5834\u5408\uff08\u4f7f\u3063\u305f\u56de\u6570\u304c\u6570\u3048\u3089\u308c\u307e\u305b\u3093\uff09\u3002\u8fb2\u85ac\u3092\u4f7f\u3063\u3066\u3088\u3044\u304b\u306e\u5224\u65ad\u3092AI\u306e\u56de\u7b54\u3067\u6e08\u307e\u305b\u3001\u7d44\u5408\u54e1\u306b\u76f4\u63a5\u8fd4\u3057\u305f\u3044\u5834\u5408\uff08\u3053\u306e\u69cb\u6210\u306f\u6307\u5c0e\u54e1\u304c\u767b\u9332\u306e\u6761\u6587\u3092\u78ba\u304b\u3081\u3066\u304b\u3089\u7b54\u3048\u308b\u524d\u63d0\u3067\u3059\uff09\u3002","first_step":"**1\u9031\u76ee\uff1a\u4f5c\u7269\u7fa4\u306e\u8868\u3068\u540d\u524d\u306e\u53f0\u5e33\u3092\u4f5c\u308b**\n\n\u90e8\u4f1a\u306e\u54c1\u76ee\u306b\u3064\u3044\u3066\u4f5c\u7269\u7fa4\u306e\u8868\u3092\u4f5c\u308a\u3001\u9632\u9664\u306e\u8a18\u9332\u306b\u51fa\u3066\u304f\u308b\u8fb2\u85ac\u306e\u540d\u524d\u3092\u767b\u9332\u756a\u53f7\u306b\u5f15\u304d\u5f53\u3066\u308b\u53f0\u5e33\u3092\u3001\u3088\u304f\u4f7f\u3046\u5264\u304b\u3089\u4f5c\u308a\u307e\u3059\u3002\n\n**2\u9031\u76ee\uff1a30\u4ef6\u306e\u76f8\u8ac7\u3067\u8a66\u3059**\n\n\u624b\u5143\u306eAI\u30b5\u30fc\u30d3\u30b9\u306b\u9069\u7528\u8868\u3068\u9632\u9664\u66a6\u3092\u8cbc\u308a\u3001\u904e\u53bb\u306e\u76f8\u8ac730\u4ef6\u3092\u5165\u308c\u307e\u3059\u3002**\u56de\u6570\u3092\u5546\u54c1\u306e\u540d\u524d\u3067\u6570\u3048\u3066\u3044\u306a\u3044\u304b\u3001\u300c\u5927\u4e08\u592b\u300d\u3068\u66f8\u3044\u3066\u3044\u306a\u3044\u304b\u3092\u6700\u512a\u5148\u3067\u898b\u307e\u3059\u3002**\n\n**3\u9031\u76ee\uff1a\u767b\u9332\u5185\u5bb9\u3092\u53d6\u308a\u8fbc\u3080**\n\nFAMIC \u306eCSV\u3092\u53d6\u308a\u30011\u884c\u305a\u3064 JSON \u306b\u3057\u3066\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u3068\u3057\u3066\u53d6\u308a\u8fbc\u307f\u307e\u3059\u3002**\u53cd\u6620\u306e\u65e5\u3092\u7248\u3068\u3057\u3066\u6301\u3061\u3001\u524d\u306e\u7248\u3068\u306e\u6bd4\u8f03\u306e\u4e00\u89a7\u3092\u4f5c\u308a\u307e\u3059\u3002**\n\n**4\u9031\u76ee\uff1a\u9632\u9664\u66a6\u3092\u53d6\u308a\u8fbc\u307f\u3001\u6307\u5c0e\u54e1\u304c\u691c\u7d22\u306e\u753b\u9762\u3067\u4f7f\u3046**\n\n\u4eca\u5e74\u5ea6\u306e\u9632\u9664\u66a6\u3092\u54c1\u76ee\u30fb\u4f5c\u578b\u30fb\u5e74\u5ea6\u3067\u53d6\u308a\u8fbc\u307f\u3001\u6307\u5c0e\u54e1\u304c\u767b\u9332\u306e\u884c\u3068\u9632\u9664\u66a6\u3092\u4e26\u3079\u3066\u898b\u308b\u904b\u7528\u3092\u59cb\u3081\u307e\u3059\u3002\n\n**2\u304b\u6708\u76ee\uff1a** \u9632\u9664\u306e\u8a18\u9332\u304b\u3089\u6210\u5206\u3054\u3068\u306e\u56de\u6570\u3068\u53ce\u7a6b\u307e\u3067\u306e\u65e5\u6570\u3092\u6570\u3048\u308b\u4ed5\u7d44\u307f\u3068\u3001`ok`\uff0f`check` \u306e\u898f\u5247\u3092\u4f5c\u308a\u30011\u3064\u306e\u90e8\u4f1a\u3067\u59cb\u3081\u307e\u3059\u3002**3\u304b\u6708\u76ee\u4ee5\u964d\uff1a** \u307b\u304b\u306e\u90e8\u4f1a\u306b\u5e83\u3052\u307e\u3059\u3002**\u767b\u9332\u306e\u5909\u66f4\u304c\u53d6\u308a\u8fbc\u307f\u306e\u591c\u306b\u9632\u9664\u66a6\u306e\u5074\u3067\u62fe\u308f\u308c\u3001\u3069\u306e\u6307\u5c0e\u54e1\u304c\u53d7\u3051\u3066\u3082\u540c\u3058\u56de\u6570\u3068\u540c\u3058\u4f7f\u7528\u6642\u671f\u3067\u7b54\u3048\u3089\u308c\u308b\u306e\u304c\u5f53\u305f\u308a\u524d\u306b\u306a\u3063\u305f\u6642\u70b9\u3067\u3001\u3053\u306e\u69cb\u6210\u306f\u5b8c\u6210\u3067\u3059\u3002**\n\n---","related_usecases":["UC-1659","UC-0291","UC-0700","UC-0839"],"related_articles":[{"id":4088,"slug":"junni-keisoku-hendo-ai","title":"\u691c\u7d22\u9806\u4f4d\u306f\u6bce\u65e5\u30c1\u30a7\u30c3\u30af\u3059\u3079\u304d\uff1f\uff5c\u5909\u52d5\u306e\u898b\u65b9\u3068\u76f4\u3057\u65b9"},{"id":7612,"slug":"agentic-rag-tansaku","title":"\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u578b\u306eRAG\u3068\u306f\uff1f\uff5c\u4e00\u5ea6\u306e\u691c\u7d22\u3067\u8db3\u308a\u306a\u3044\u554f\u3044"},{"id":6077,"slug":"event-kouzouka-data","title":"\u50ac\u3057\u306e\u60c5\u5831\u3092\u691c\u7d22\u306b\u51fa\u30595\u5de5\u7a0b\uff5c\u4e2d\u6b62\u3068\u5ef6\u671f\u306e\u4f1d\u3048\u65b9"}],"sources":"| \u78ba\u8a8d\u3057\u305f\u5185\u5bb9 | \u60c5\u5831\u6e90 | \u78ba\u8a8d\u65e5 |\n|:--|:--|:--|\n| answer \u30e1\u30bd\u30c3\u30c9\u306e `includeCitations`\uff08\u65e2\u5b9a\u306f false\uff09\u3001`ignoreLowRelevantContent`\u3001`promptSpec.preamble`\u3001\u691c\u7d22\u306e\u6307\u5b9a\u306e `filter`\u3001`groundingSpec` \u306e `includeGroundingSupports`\u3002\u5f15\u7528\u306e `startIndex`\uff0f`endIndex` \u304c UTF-8 \u306e\u30d0\u30a4\u30c8\u5358\u4f4d\u3067\u3042\u308b\u3053\u3068 | [Google Cloud: Get answers and follow-ups](https:\/\/docs.cloud.google.com\/generative-ai-app-builder\/docs\/answer) | 2026-10-15 |\n| \u7d5e\u308a\u8fbc\u307f\u306e `ANY()` \u304c\u5217\u6319\u3057\u305f\u5024\u3068\u306e\u5b8c\u5168\u4e00\u81f4\u3092\u898b\u308b\u3053\u3068\u3001`AND`\uff0f`OR` \u3067\u306e\u7d44\u307f\u5408\u308f\u305b\u3001\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u3068\u975e\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u306e\u30e1\u30bf\u30c7\u30fc\u30bf\u3067\u4f7f\u3048\u308b\u3053\u3068\u3001\u9805\u76ee\u3092\u7d22\u5f15\u53ef\u80fd\u306b\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u3053\u3068 | [Google Cloud: Filter custom search for structured or unstructured data](https:\/\/docs.cloud.google.com\/generative-ai-app-builder\/docs\/filter-search-metadata) | 2026-10-15 |\n| \u69cb\u9020\u5316\u30c7\u30fc\u30bf\u3092 Cloud Storage \u304b\u3089 JSON Lines\uff0fNDJSON \u3067\u53d6\u308a\u8fbc\u3081\u308b\u3053\u3068\u30011\u30d5\u30a1\u30a4\u30eb2GB\u672a\u6e80\u30fb1\u884c1MB\u672a\u6e80\u30fb1\u56de1,000\u30d5\u30a1\u30a4\u30eb\u307e\u3067\u3002BigQuery \u304b\u3089\u53d6\u308a\u8fbc\u3081\u308b\u3053\u3068 | [Google Cloud: Prepare data for ingesting](https:\/\/docs.cloud.google.com\/generative-ai-app-builder\/docs\/prepare-data) | 2026-10-15 |\n| \u30ec\u30a4\u30a2\u30a6\u30c8 \u30d1\u30fc\u30b5\u30fc\u304c\u6bb5\u843d\u30fb\u8868\u30fb\u898b\u51fa\u3057\u3092\u691c\u51fa\u3059\u308b\u3053\u3068\u3001`includeAncestorHeadings`\uff08\u65e2\u5b9a\u306f false\uff09 | [Google Cloud: Parse and chunk documents](https:\/\/docs.cloud.google.com\/generative-ai-app-builder\/docs\/parse-chunk-documents) | 2026-10-15 |\n| \u30c7\u30fc\u30bf\u30b9\u30c8\u30a2\u306e\u5834\u6240\u304c `global`\u30fb`us`\u30fb`eu` \u3067\u3001\u65e5\u672c\u306e\u30ea\u30fc\u30b8\u30e7\u30f3\u304c\u7121\u3044\u3053\u3068 | [Google Cloud: Locations](https:\/\/docs.cloud.google.com\/generative-ai-app-builder\/docs\/locations) | 2026-10-15 |\n| \u8fb2\u85ac\u767b\u9332\u60c5\u5831\u306eCSV\u306e\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3067\u3001\u767b\u9332\u57fa\u672c\u90e8\uff08\u767b\u9332\u756a\u53f7\u30fb\u8fb2\u85ac\u306e\u7a2e\u985e\u30fb\u540d\u79f0\u30fb\u767b\u9332\u3092\u6709\u3059\u308b\u8005\uff09\u3068\u767b\u9332\u9069\u7528\u90e8\uff08\u4f5c\u7269\u540d\u30fb\u9069\u7528\u75c5\u5bb3\u866b\u96d1\u8349\u540d\u30fb\u4f7f\u7528\u6642\u671f\u30fb\u4f7f\u7528\u65b9\u6cd5\u30fb\u4f7f\u7528\u56de\u6570\uff09\u304c\u914d\u3089\u308c\u3066\u3044\u308b\u3053\u3068\u3002\u53cd\u6620\u306e\u65e5\uff082026\u5e7410\u670807\u65e5\u767b\u9332\u53cd\u6620\u5206\u306a\u3069\uff09\u304c\u66f8\u304b\u308c\u3066\u3044\u308b\u3053\u3068 | [FAMIC: \u8fb2\u85ac\u767b\u9332\u60c5\u5831\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\uff08csv\u30d5\u30a1\u30a4\u30eb\uff09](https:\/\/www.acis.famic.go.jp\/ddata\/index2.htm) | 2026-10-15 |\n| \u767b\u9332\u9069\u7528\u90e8\u306e\u7dcf\u4f7f\u7528\u56de\u6570\u306e\u6b04\u304c\u3001\u6709\u52b9\u6210\u5206\u3054\u3068\u306e\u300c\u305d\u306e\u6210\u5206\u3092\u542b\u3080\u8fb2\u85ac\u306e\u7dcf\u4f7f\u7528\u56de\u6570\u300d\u3092\u8868\u3059\u3053\u3068\uff083\u6210\u5206\u306e\u8fb2\u85ac\u306e\u4f8b\uff09 | [FAMIC: \u7dcf\u4f7f\u7528\u56de\u6570\u306b\u3064\u3044\u3066\u306e\u6ce8\u610f\u4e8b\u9805](https:\/\/www.acis.famic.go.jp\/ddata\/soukaisuu.pdf) | 2026-10-15 |\n| \u4f5c\u7269\u7fa4\u306e\u767b\u9332\u304c\u3042\u308b\u8fb2\u85ac\u306f\u7fa4\u306b\u65b0\u305f\u306b\u542b\u307e\u308c\u305f\u4f5c\u7269\u306b\u3082\u4f7f\u3048\u308b\u3053\u3068\u3001\u7fa4\u306e\u4e2d\u306e\u500b\u5225\u306e\u4f5c\u7269\u306b\u3082\u767b\u9332\u304c\u3042\u308b\u5834\u5408\u306f\u305d\u306e\u4f5c\u7269\u306b\u306f\u500b\u5225\u306e\u4f5c\u7269\u306e\u767b\u9332\u5185\u5bb9\u306b\u5f93\u3046\u3053\u3068\u3002\u6700\u7d42\u66f4\u65b0\u306e\u65e5\u304c\u51fa\u3066\u3044\u308b\u3053\u3068 | [\u8fb2\u6797\u6c34\u7523\u7701: \u8fb2\u85ac\u767b\u9332\u60c5\u5831\u63d0\u4f9b\u30b7\u30b9\u30c6\u30e0](https:\/\/pesticide.maff.go.jp\/) | 2026-10-15 |\n| \u8fb2\u85ac\u53d6\u7de0\u6cd5\u7b2c25\u6761\uff08\u4f7f\u7528\u306e\u6642\u671f\u30fb\u65b9\u6cd5\u306a\u3069\u306b\u3064\u3044\u3066\u8fb2\u85ac\u4f7f\u7528\u8005\u304c\u5b88\u308b\u3079\u304d\u57fa\u6e96\u3092\u5b9a\u3081\u3001\u8fb2\u85ac\u4f7f\u7528\u8005\u306f\u305d\u308c\u306b\u9055\u53cd\u3057\u3066\u4f7f\u3063\u3066\u306f\u306a\u3089\u306a\u3044\uff09 | [e-Gov \u6cd5\u4ee4API: \u8fb2\u85ac\u53d6\u7de0\u6cd5](https:\/\/laws.e-gov.go.jp\/api\/2\/law_data\/323AC0000000082) | 2026-10-15 |\n| \u8fb2\u85ac\u3092\u4f7f\u7528\u3059\u308b\u8005\u304c\u9075\u5b88\u3059\u3079\u304d\u57fa\u6e96\u3092\u5b9a\u3081\u308b\u7701\u4ee4\u7b2c2\u6761\uff08\u9069\u7528\u8fb2\u4f5c\u7269\u7b49\u306e\u7bc4\u56f2\u5916\u306b\u4f7f\u308f\u306a\u3044\u3001\u4f7f\u7528\u6642\u671f\u4ee5\u5916\u306b\u4f7f\u308f\u306a\u3044\u3001\u6709\u52b9\u6210\u5206\u306e\u7a2e\u985e\u3054\u3068\u306e\u7dcf\u4f7f\u7528\u56de\u6570\u3092\u8d85\u3048\u3066\u4f7f\u308f\u306a\u3044 \u306a\u3069\uff09 | [e-Gov \u6cd5\u4ee4API: \u8fb2\u85ac\u3092\u4f7f\u7528\u3059\u308b\u8005\u304c\u9075\u5b88\u3059\u3079\u304d\u57fa\u6e96\u3092\u5b9a\u3081\u308b\u7701\u4ee4](https:\/\/laws.e-gov.go.jp\/api\/2\/law_data\/415M60001200005) | 2026-10-15 |\n\n**\u8fb2\u85ac\u306e\u4f7f\u3044\u65b9\u306e\u5224\u65ad\u306f\u3001\u8fb2\u85ac\u306e\u30e9\u30d9\u30eb\u3068\u6700\u65b0\u306e\u767b\u9332\u5185\u5bb9\u3001\u5404\u7523\u5730\u306e\u6307\u5c0e\u306e\u65b9\u91dd\u306b\u5f93\u3063\u3066\u304f\u3060\u3055\u3044\u3002** \u672c\u8a18\u4e8b\u306f Google Cloud \u306e\u516c\u5f0f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3001FAMIC \u3068\u8fb2\u6797\u6c34\u7523\u7701\u306e\u516c\u958b\u60c5\u5831\u3001e-Gov \u306e\u6cd5\u4ee4\u30c7\u30fc\u30bf\u3067\u78ba\u8a8d\u3067\u304d\u305f\u7bc4\u56f2\u3060\u3051\u3092\u6271\u3063\u3066\u3044\u307e\u3059\u3002\n\n**\u5b9f\u88c5\u30b9\u30c6\u30fc\u30bf\u30b9\uff1a\u69cb\u6210\u4f8b\u3002** \u516c\u958b\u4ed5\u69d8\u306b\u57fa\u3065\u3044\u3066\u8a2d\u8a08\u3057\u305f\u69cb\u6210\u3067\u3042\u308a\u3001\u5f53\u793e\u3067\u5b9f\u969b\u306b\u69cb\u7bc9\u30fb\u691c\u8a3c\u3057\u305f\u3082\u306e\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u5de5\u6570\u306e\u6570\u5024\u306f\u30e2\u30c7\u30eb\u6761\u4ef6\u306b\u3088\u308b\u8a66\u7b97\u3067\u3059\u3002","featured":false,"priority_score":50,"footnotes":""},"uc_ai_model":[124],"uc_ai_service":[127,130,132],"uc_automation":[138],"uc_industry":[37,22],"uc_department":[40],"uc_task":[60,58],"uc_issue":[69,70,72],"uc_effect":[83,79,82],"uc_ai_function":[90],"class_list":["post-15644","ai_usecase","type-ai_usecase","status-publish","hentry","uc_ai_model-gemini","uc_ai_service-azure-ai","uc_ai_service-vertex-ai","uc_ai_service-opensearch","uc_automation-python","uc_industry-other","uc_industry-retail","uc_department-customer-support","uc_task-review-check","uc_task-inquiry-response","uc_issue-many-inquiries","uc_issue-person-dependent","uc_issue-check-errors","uc_effect-fewer-omissions","uc_effect-standardization","uc_effect-faster-response","uc_ai_function-rag"],"_links":{"self":[{"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/ai_usecase\/15644","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/ai_usecase"}],"about":[{"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/types\/ai_usecase"}],"author":[{"embeddable":true,"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/users\/5"}],"version-history":[{"count":0,"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/ai_usecase\/15644\/revisions"}],"wp:attachment":[{"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/media?parent=15644"}],"wp:term":[{"taxonomy":"uc_ai_model","embeddable":true,"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/uc_ai_model?post=15644"},{"taxonomy":"uc_ai_service","embeddable":true,"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/uc_ai_service?post=15644"},{"taxonomy":"uc_automation","embeddable":true,"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/uc_automation?post=15644"},{"taxonomy":"uc_industry","embeddable":true,"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/uc_industry?post=15644"},{"taxonomy":"uc_department","embeddable":true,"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/uc_department?post=15644"},{"taxonomy":"uc_task","embeddable":true,"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/uc_task?post=15644"},{"taxonomy":"uc_issue","embeddable":true,"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/uc_issue?post=15644"},{"taxonomy":"uc_effect","embeddable":true,"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/uc_effect?post=15644"},{"taxonomy":"uc_ai_function","embeddable":true,"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/uc_ai_function?post=15644"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}