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1\u3064\u306e\u4e0d\u5099\u30b3\u30fc\u30c9\u306b\u3001\u898f\u5b9a\u306e\u9805\u76ee\u304c2\u301c3\u3064\u5bfe\u5fdc\u3057\u307e\u3059\u3002\u300c\u88ab\u4fdd\u967a\u8005\u540c\u610f\u6b04\u306e\u8a18\u5165\u6f0f\u308c\u300d\u306a\u3089\u3001\u540c\u610f\u306e\u8981\u4ef6\u3001\u7f72\u540d\u3059\u308b\u4eba\u3001\u672a\u6210\u5e74\u306e\u5834\u5408\u306e3\u9805\u76ee\u3067\u3059\u3002**\u5bfe\u5fdc\u8868\u3092\u4f5c\u308b\u4f5c\u696d\u305d\u306e\u3082\u306e\u304c\u3001\u898f\u5b9a\u3068\u6587\u4f8b\u306e\u98df\u3044\u9055\u3044\u3092\u898b\u3064\u3051\u308b\u6a5f\u4f1a\u306b\u306a\u308a\u307e\u3059\u3002**","preprocessing":"1. **\u8acb\u6c42\u3054\u3068\u306b\u307e\u3068\u3081\u308b** \u2026 \u4e0d\u5099\u306e\u767b\u9332\u3092\u8acb\u6c42\u756a\u53f7\u3067\u307e\u3068\u3081\u30011\u8acb\u6c421\u901a\u306e\u5358\u4f4d\u306b\u3057\u307e\u3059\n2. **\u524d\u56de\u306e\u66f8\u304d\u51fa\u3057\u3068\u6bd4\u3079\u308b** \u2026 \u540c\u3058\u8acb\u6c42\u306e\u4e0d\u5099\u306e\u6570\u304c\u5897\u3048\u3066\u3044\u308c\u3070\u3001\u4f5c\u308a\u76f4\u3057\u306e\u5370\u3092\u4ed8\u3051\u307e\u3059\n3. **\u540d\u524d\u30fb\u4f4f\u6240\u30fb\u8a3c\u5238\u756a\u53f7\u3092\u8a18\u53f7\u306b\u7f6e\u304d\u63db\u3048\u308b** \u2026 \u5951\u7d04\u8005\u306f\u300c\u5951\u7d04\u8005\u300d\u3001\u88ab\u4fdd\u967a\u8005\u306f\u300c\u88ab\u4fdd\u967a\u8005\u300d\u3001\u53d7\u53d6\u4eba\u306f\u300c\u65b0\u53d7\u53d6\u4eba\u300d\u300c\u65e7\u53d7\u53d6\u4eba\u300d\u306b\u7f6e\u304d\u63db\u3048\u307e\u3059\u3002**AI\u306b\u306f\u540d\u524d\u3092\u6e21\u3057\u307e\u305b\u3093**\n4. **\u898f\u5b9a\u306e\u9805\u76ee\u3068\u6587\u4f8b\u3092\u5f15\u304f** \u2026 \u5bfe\u5fdc\u8868\u304b\u3089\u3001\u4e0d\u5099\u30b3\u30fc\u30c9\u3054\u3068\u306e\u898f\u5b9a\u9805\u76ee\u3068\u6587\u4f8b\u3092\u5f15\u304d\u307e\u3059\u3002**\u5bfe\u5fdc\u8868\u306b\u7121\u3044\u4e0d\u5099\u30b3\u30fc\u30c9\u306fAI\u306b\u6e21\u3055\u305a\u3001\u4eba\u306b\u56de\u3057\u307e\u3059**\n5. **\u62c5\u5f53\u306e\u30e1\u30e2\u306e\u500b\u4eba\u306e\u60c5\u5831\u3092\u6d88\u3059** \u2026 \u30e1\u30e2\u306b\u540d\u524d\u3084\u96fb\u8a71\u756a\u53f7\u304c\u66f8\u304b\u308c\u3066\u3044\u308c\u3070\u3001\u8a18\u53f7\u306b\u7f6e\u304d\u63db\u3048\u307e\u3059\u3002**\u75c5\u540d\u306a\u3069\u306e\u5065\u5eb7\u306e\u60c5\u5831\u304c\u66f8\u304b\u308c\u3066\u3044\u308c\u3070\u3001\u305d\u306e\u8acb\u6c42\u306fAI\u306b\u6e21\u3057\u307e\u305b\u3093**\n\n**5\u756a\u76ee\u3092\u7701\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u62c5\u5f53\u306e\u30e1\u30e2\u306f\u81ea\u7531\u8a18\u8ff0\u3067\u3001\u4ee3\u7b46\u306e\u7406\u7531\u3068\u3057\u3066\u75c5\u540d\u3084\u5165\u9662\u5148\u304c\u66f8\u304b\u308c\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002**\u6848\u5185\u6587\u306b\u8981\u308b\u306e\u306f\u300c\u4ee3\u7b46\u306e\u7533\u51fa\u304c\u3042\u308b\u300d\u3068\u3044\u3046\u4e8b\u5b9f\u3060\u3051\u3067\u3059\u3002**","ai_processing":"**\u3055\u305b\u308b\u306e\u306f\u3001\u4e0d\u5099\u3054\u3068\u306b\u76f4\u3057\u65b9\u3068\u9001\u308a\u8fd4\u3059\u3082\u306e\u3092\u898f\u5b9a\u3068\u6587\u4f8b\u306b\u6cbf\u3063\u3066\u66f8\u304d\u30011\u901a\u306e\u6848\u5185\u6587\u306b\u7d44\u307f\u7acb\u3066\u308b\u3053\u3068\u3060\u3051\u3067\u3059\u3002**\n\n| \u3055\u305b\u308b\u3053\u3068 | \u4e2d\u8eab | \u6839\u62e0\u306b\u4ed8\u3051\u308b\u3082\u306e |\n|:--|:--|:--|\n| \u4e0d\u5099\u3054\u3068\u306e\u7b87\u6240\u306e\u8aac\u660e | \u3069\u306e\u66f8\u985e\u306e\u3001\u3069\u306e\u6b04\u304b\u3092\u5951\u7d04\u8005\u306e\u8a00\u8449\u3067\u66f8\u304f | \u4e0d\u5099\u306e\u767b\u9332\u306e\u7b87\u6240 |\n| \u4e0d\u5099\u3054\u3068\u306e\u76f4\u3057\u65b9 | \u8ab0\u304c\u3001\u4f55\u3092\u3001\u3069\u3046\u66f8\u304f\uff08\u62bc\u3059\uff09\u304b | \u898f\u5b9a\u306e\u9805\u76ee\u756a\u53f7 |\n| \u9001\u308a\u8fd4\u3059\u3082\u306e\u306e\u4e00\u89a7 | \u66f8\u985e\u540d\u3068\u3001\u8a18\u5165\u3057\u305f\u66f8\u985e\u304b\u65b0\u3057\u304f\u53d6\u308b\u66f8\u985e\u304b | \u898f\u5b9a\u306e\u9805\u76ee\u756a\u53f7 |\n| \u6848\u5185\u6587\u306e\u7d44\u307f\u7acb\u3066 | \u91cd\u306a\u308b\u8aac\u660e\u3092\u307e\u3068\u3081\u3001\u4e0d\u5099\u306e\u9806\u306b\u4e26\u3079\u308b | \u6587\u4f8b\u306e\u756a\u53f7 |\n| \u78ba\u8a8d\u304c\u8981\u308b\u70b9 | \u898f\u5b9a\u306e\u9805\u76ee\u304c\u5f15\u3051\u306a\u3044\u3001\u30e1\u30e2\u3068\u4e0d\u5099\u30b3\u30fc\u30c9\u304c\u5408\u308f\u306a\u3044 | \uff0d |\n\n| \u3055\u305b\u306a\u3044\u3053\u3068 | \u7406\u7531 |\n|:--|:--|\n| \u898f\u5b9a\u306b\u7121\u3044\u66f8\u985e\u3084\u624b\u7d9a\u304d\u3092\u6c42\u3081\u308b | \u5951\u7d04\u8005\u306b\u4f59\u8a08\u306a\u624b\u9593\u3092\u304b\u3051\u3001\u4f1a\u793e\u306e\u53d6\u6271\u3044\u3068\u98df\u3044\u9055\u3046 |\n| \u898f\u5b9a\u3088\u308a\u7de9\u3044\u76f4\u3057\u65b9\u3092\u66f8\u304f | \u76f4\u3057\u305f\u66f8\u985e\u304c\u307e\u305f\u4e0d\u5099\u306b\u306a\u308b |\n| \u5909\u66f4\u306e\u52b9\u529b\u3084\u6642\u671f\u306b\u3064\u3044\u3066\u66f8\u304f | \u4f1a\u793e\u3068\u3057\u3066\u6c7a\u307e\u3063\u305f\u8a00\u3044\u65b9\u3067\u4f1d\u3048\u308b\u4e8b\u67c4 |\n| \u8fd4\u9001\u306e\u671f\u9650\u3092\u8a08\u7b97\u3059\u308b | \u671f\u9650\u306f\u90e8\u7f72\u306e\u6c7a\u307e\u308a\u3067 Python \u304c\u5165\u308c\u308b |\n| \u4e0d\u5099\u304b\u3069\u3046\u304b\u306e\u5224\u65ad\u306e\u3084\u308a\u76f4\u3057 | \u4e0d\u5099\u306f\u4e8b\u52d9\u306e\u62c5\u5f53\u304c\u767b\u9332\u3057\u305f\u3082\u306e\u3002AI\u306f\u6848\u5185\u3092\u66f8\u304f\u3060\u3051 |\n\n**1\u884c\u76ee\u304c\u3044\u3061\u3070\u3093\u8d77\u304d\u3084\u3059\u3044\u5931\u6557\u3067\u3059\u3002** AI\u306f\u89aa\u5207\u306b\u300c\u5ff5\u306e\u305f\u3081\u672c\u4eba\u78ba\u8a8d\u66f8\u985e\u306e\u5199\u3057\u3082\u304a\u9001\u308a\u304f\u3060\u3055\u3044\u300d\u3068\u66f8\u304d\u8db3\u3057\u307e\u3059\u3002**\u898f\u5b9a\u3067\u6c42\u3081\u3066\u3044\u306a\u3044\u66f8\u985e\u3092\u6c42\u3081\u308c\u3070\u3001\u5951\u7d04\u8005\u306f\u53d6\u308a\u306b\u884c\u304f\u624b\u9593\u3092\u304b\u3051\u3001\u5c4a\u3044\u305f\u66f8\u985e\u3092\u4f1a\u793e\u306f\u6271\u3044\u306b\u56f0\u308a\u307e\u3059\u3002** \u9001\u308a\u8fd4\u3059\u3082\u306e\u306f\u3001\u3059\u3079\u3066\u898f\u5b9a\u306e\u9805\u76ee\u756a\u53f7\u306b\u7d50\u3073\u4ed8\u3051\u3055\u305b\u307e\u3059\u3002","prompt_example":"```\n\u3042\u306a\u305f\u306f\u751f\u547d\u4fdd\u967a\u4f1a\u793e\u306e\u4fdd\u5168\u306e\u4e8b\u52d9\u3067\u3001\u5951\u7d04\u8005\u306b\u9001\u308b\u4e0d\u5099\u306e\u6848\u5185\u6587\u306e\u4e0b\u66f8\u304d\u3092\u4f5c\u308b\u62c5\u5f53\u3067\u3059\u3002\n\u6e21\u3055\u308c\u305f\u4e0d\u5099\u306e\u767b\u9332\u3001\u5951\u7d04\u306e\u60c5\u5831\u3001\u4e8b\u52d9\u306e\u898f\u5b9a\u306e\u9805\u76ee\u3001\u627f\u8a8d\u6e08\u307f\u306e\u6587\u4f8b\u3060\u3051\u3092\u4f7f\u3063\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u4f5c\u308b\u3082\u306e\u3011\n1. \u4e0d\u5099\u3054\u3068\u306b\uff1a\u7b87\u6240\u306e\u8aac\u660e\u3001\u76f4\u3057\u65b9\u3001\u9001\u308a\u8fd4\u3059\u3082\u306e\n2. \u9001\u308a\u8fd4\u3059\u3082\u306e\u306e\u4e00\u89a7\uff08\u91cd\u8907\u3092\u307e\u3068\u3081\u308b\uff09\n3. \u6848\u5185\u6587\u306e\u672c\u6587\u306e\u4e0b\u66f8\u304d\uff08\u6587\u4f8b\u306e\u8a00\u3044\u56de\u3057\u3092\u4f7f\u3044\u3001\u91cd\u306a\u308b\u8aac\u660e\u3092\u307e\u3068\u3081\u308b\uff09\n\n\u3010\u53b3\u5b88\u4e8b\u9805\u3011\n- \u76f4\u3057\u65b9\u3068\u9001\u308a\u8fd4\u3059\u3082\u306e\u306e\u4e00\u3064\u4e00\u3064\u306b\u3001\u6839\u62e0\u306b\u3057\u305f\u898f\u5b9a\u306e\u9805\u76ee\u756a\u53f7\u3092\u4ed8\u3051\u3066\u304f\u3060\u3055\u3044\u3002\n  \u6e21\u3055\u308c\u305f\u898f\u5b9a\u306e\u9805\u76ee\u306b\u7121\u3044\u3053\u3068\u306f\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u6848\u5185\u6587\u306e\u6bb5\u843d\u3054\u3068\u306b\u3001\u4f7f\u3063\u305f\u6587\u4f8b\u306e\u756a\u53f7\u3092\u4ed8\u3051\u3066\u304f\u3060\u3055\u3044\u3002\n  \u6587\u4f8b\u306b\u7121\u3044\u8a00\u3044\u56de\u3057\u3092\u8db3\u3059\u3068\u304d\u306f\u3001\u305d\u306e\u6bb5\u843d\u306e\u6587\u4f8b\u756a\u53f7\u3092\u300c\u306a\u3057\u300d\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n- \u898f\u5b9a\u3067\u6c42\u3081\u3066\u3044\u306a\u3044\u66f8\u985e\u30fb\u624b\u7d9a\u304d\u3092\u6c42\u3081\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n  \u300c\u5ff5\u306e\u305f\u3081\u300d\u300c\u3042\u308f\u305b\u3066\u300d\u3068\u3057\u3066\u66f8\u985e\u3092\u8db3\u3055\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u8ab0\u304c\u7f72\u540d\u30fb\u62bc\u5370\u3059\u308b\u304b\u306f\u3001\u5951\u7d04\u306e\u60c5\u5831\u306e\u7d9a\u67c4\u3068\u5e74\u9f62\u533a\u5206\u3068\u3001\u898f\u5b9a\u306e\u9805\u76ee\u3067\u6c7a\u3081\u3066\u304f\u3060\u3055\u3044\u3002\n  \u6c7a\u3081\u3089\u308c\u306a\u3044\u3068\u304d\u306f\u3001\u76f4\u3057\u65b9\u3092\u66f8\u304b\u305a\u306b\u78ba\u8a8d\u304c\u8981\u308b\u70b9\u306b\u6319\u3052\u3066\u304f\u3060\u3055\u3044\u3002\n- \u5909\u66f4\u304c\u3044\u3064\u6709\u52b9\u306b\u306a\u308b\u304b\u3001\u4e0d\u5099\u306e\u307e\u307e\u3060\u3068\u3069\u3046\u306a\u308b\u304b\u3092\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u8fd4\u9001\u306e\u671f\u9650\u306f\u66f8\u304b\u305a\u3001\u672c\u6587\u306e\u8a72\u5f53\u7b87\u6240\u306b {\u8fd4\u9001\u671f\u9650} \u3068\u3060\u3051\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n- \u540d\u524d\u30fb\u4f4f\u6240\u30fb\u8a3c\u5238\u756a\u53f7\u306f\u8a18\u53f7\u306e\u307e\u307e\u4f7f\u3063\u3066\u304f\u3060\u3055\u3044\u3002\u63a8\u6e2c\u3067\u88dc\u308f\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u6e21\u3055\u308c\u305f\u4e0d\u5099\u3092\u3059\u3079\u3066\u6848\u5185\u306b\u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002\u4e0d\u5099\u3092\u307e\u3068\u3081\u30661\u3064\u306b\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u62c5\u5f53\u306e\u30e1\u30e2\u306b\u3001\u898f\u5b9a\u306e\u9805\u76ee\u304c\u6e21\u3055\u308c\u3066\u3044\u306a\u3044\u4e8b\u60c5\u304c\u66f8\u304b\u308c\u3066\u3044\u305f\u3089\u3001\u78ba\u8a8d\u304c\u8981\u308b\u70b9\u306b\u6319\u3052\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u8acb\u6c42\u306e\u7a2e\u985e\u3011{request_type}\n\u3010\u4e0d\u5099\u306e\u767b\u9332\u3011{deficiencies}\n\u3010\u5951\u7d04\u306e\u60c5\u5831\u3011{policy_info}\n\u3010\u4e8b\u52d9\u306e\u898f\u5b9a\u306e\u9805\u76ee\u3011{rule_items}\n\u3010\u627f\u8a8d\u6e08\u307f\u306e\u6587\u4f8b\u3011{templates}\n```\n\n**\u300c\u5ff5\u306e\u305f\u3081\u300d\u300c\u3042\u308f\u305b\u3066\u300d\u3092\u540d\u6307\u3057\u3067\u7981\u3058\u3066\u3044\u308b\u306e\u306f\u3001AI\u304c\u66f8\u985e\u3092\u8db3\u3059\u3068\u304d\u306e\u8a00\u3044\u65b9\u304c\u307b\u307c\u3053\u306e2\u3064\u3060\u304b\u3089\u3067\u3059\u3002** \u300c\u898f\u5b9a\u306b\u7121\u3044\u66f8\u985e\u3092\u6c42\u3081\u306a\u3044\u300d\u3060\u3051\u3060\u3068\u3001**AI\u306f\u89aa\u5207\u306e\u3064\u3082\u308a\u3067\u8db3\u3059\u306e\u3067\u3001\u81ea\u5206\u3067\u306f\u898f\u5b9a\u306b\u7121\u3044\u3053\u3068\u3092\u66f8\u3044\u305f\u3068\u601d\u3063\u3066\u3044\u307e\u305b\u3093\u3002** \u8a00\u3044\u65b9\u3092\u540d\u6307\u3057\u3059\u308b\u3068\u6b62\u307e\u308a\u307e\u3059\u3002\n\n**\u300c\u4e0d\u5099\u3092\u307e\u3068\u3081\u30661\u3064\u306b\u3057\u306a\u3044\u300d\u3082\u5916\u305b\u307e\u305b\u3093\u3002** \u540c\u3058\u66f8\u985e\u306e\u5225\u306e\u6b04\u306e\u4e0d\u5099\u3092\u3001AI\u306f\u300c\u3054\u8a18\u5165\u5185\u5bb9\u306b\u4e0d\u8db3\u304c\u3054\u3056\u3044\u307e\u3059\u300d\u30681\u3064\u306b\u307e\u3068\u3081\u307e\u3059\u3002**\u307e\u3068\u3081\u308b\u3068\u3001\u5951\u7d04\u8005\u306f1\u3064\u76f4\u3057\u3066\u9001\u308a\u8fd4\u3057\u3001\u6b8b\u308a\u304c\u307e\u305f\u4e0d\u5099\u306b\u306a\u308a\u307e\u3059\u3002**","output_data":"**\u6b21\u306e\u5f62\u306eJSON\u3067\u53d7\u3051\u53d6\u308a\u307e\u3059\u3002** \u69cb\u9020\u5316\u51fa\u529b\u306e\u30b9\u30ad\u30fc\u30de\u3067\u3001\u3059\u3079\u3066\u306e\u6b04\u3092\u5fc5\u9808\u306b\u3057\u307e\u3059\u3002\n\n```json\n{\n  \"request_no\": \"\",\n  \"request_type\": \"beneficiary_change | owner_change | address_change\",\n  \"items\": [\n    {\n      \"deficiency_code\": \"\",\n      \"where\": \"\",\n      \"how_to_fix\": \"\",\n      \"who_signs\": \"\u5951\u7d04\u8005 | \u88ab\u4fdd\u967a\u8005 | \u65b0\u5951\u7d04\u8005 | \u898f\u5b9a\u3067\u5b9a\u3081\u308b\u8005 | \u672a\u78ba\u5b9a\",\n      \"return_items\": [\"\"],\n      \"rule_refs\": [\"\"],\n      \"template_ref\": \"\"\n    }\n  ],\n  \"return_list\": [{ \"item\": \"\", \"rule_refs\": [\"\"] }],\n  \"letter_paragraphs\": [{ \"text\": \"\", \"template_ref\": \"\" }],\n  \"needs_check\": [{ \"reason\": \"\", \"detail\": \"\" }]\n}\n```\n\n**1\u3064\u76ee\u306e\u7406\u7531\u306f\u3001\u6839\u62e0\u306e\u756a\u53f7\u3092\u5f8c\u6bb5\u3067\u6a5f\u68b0\u7684\u306b\u7167\u3089\u305b\u308b\u3053\u3068\u3067\u3059\u3002** Python \u306f `rule_refs` \u306e\u756a\u53f7\u304c\u3001\u305d\u306e\u8acb\u6c42\u306e\u305f\u3081\u306b\u5f15\u3044\u305f\u898f\u5b9a\u306e\u9805\u76ee\u306b\u5165\u3063\u3066\u3044\u308b\u304b\u3092\u7167\u3089\u3057\u307e\u3059\u3002**\u5165\u3063\u3066\u3044\u306a\u3051\u308c\u3070\u3001\u305d\u306e\u76f4\u3057\u65b9\u306b\u300c\u6839\u62e0\u306a\u3057\u300d\u306e\u5370\u3092\u4ed8\u3051\u307e\u3059\u3002** AI\u306b\u300c\u6839\u62e0\u3092\u4ed8\u3051\u3066\u300d\u3068\u983c\u3080\u3060\u3051\u3067\u306a\u304f\u3001\u4ed8\u3051\u305f\u6839\u62e0\u304c\u6e21\u3057\u305f\u3082\u306e\u306e\u4e2d\u306b\u3042\u308b\u304b\u307e\u3067\u898b\u307e\u3059\u3002\n\n**2\u3064\u76ee\u306f\u3001\u767b\u9332\u3057\u305f\u4e0d\u5099\u304c\u6f0f\u308c\u3066\u3044\u306a\u3044\u304b\u3092\u7167\u3089\u305b\u308b\u3053\u3068\u3067\u3059\u3002** `items` \u306e `deficiency_code` \u3092\u4e0d\u5099\u306e\u767b\u9332\u3068\u7a81\u304d\u5408\u308f\u305b\u3001**\u6570\u304c\u5408\u308f\u306a\u3051\u308c\u3070\u300c\u6f0f\u308c\u300d\u306e\u5370\u3092\u4ed8\u3051\u307e\u3059\u3002** AI\u304c2\u3064\u306e\u4e0d\u5099\u30921\u3064\u306b\u307e\u3068\u3081\u305f\u3068\u304d\u3082\u3001\u3053\u3053\u3067\u5206\u304b\u308a\u307e\u3059\u3002\n\n**3\u3064\u76ee\u306f\u3001`letter_paragraphs` \u306e `template_ref` \u304c\u300c\u306a\u3057\u300d\u306e\u6bb5\u843d\u3092\u6570\u3048\u3089\u308c\u308b\u3053\u3068\u3067\u3059\u3002** \u6587\u4f8b\u306b\u7121\u3044\u8a00\u3044\u56de\u3057\u306e\u6bb5\u843d\u306f\u3001**\u4e0a\u5e2d\u306e\u78ba\u8a8d\u306e\u5bfe\u8c61\u3068\u3057\u3066\u8272\u3092\u4ed8\u3051\u3066\u4e00\u89a7\u306b\u51fa\u3057\u307e\u3059\u3002** \u6587\u4f8b\u306e\u7bc4\u56f2\u3067\u66f8\u3051\u3066\u3044\u308b\u6848\u5185\u306f\u3001\u4e0a\u5e2d\u306f\u8981\u70b9\u3060\u3051\u3092\u898b\u3066\u627f\u8a8d\u3067\u304d\u307e\u3059\u3002\n\n| \u7167\u5408 | \u5370 | \u62c5\u5f53\u306e\u6271\u3044 |\n|:--|:--|:--|\n| `rule_refs` \u304c\u5f15\u3044\u305f\u898f\u5b9a\u306b\u7121\u3044 | \u6839\u62e0\u306a\u3057 | \u305d\u306e\u76f4\u3057\u65b9\u3092\u898f\u5b9a\u3067\u78ba\u304b\u3081\u3066\u66f8\u304d\u76f4\u3059 |\n| \u4e0d\u5099\u306e\u6570\u304c\u5408\u308f\u306a\u3044 | \u6f0f\u308c | \u767b\u9332\u3092\u898b\u3066\u8db3\u3059 |\n| `who_signs` \u304c\u300c\u672a\u78ba\u5b9a\u300d | \u8981\u78ba\u8a8d | \u898f\u5b9a\u3068\u5951\u7d04\u306e\u60c5\u5831\u3067\u6c7a\u3081\u308b |\n| `template_ref` \u304c\u300c\u306a\u3057\u300d\u306e\u6bb5\u843d | \u6587\u4f8b\u5916 | \u4e0a\u5e2d\u304c\u6587\u9762\u3092\u78ba\u304b\u3081\u308b |\n| `needs_check` \u304c\u3042\u308b | \u8981\u78ba\u8a8d | \u4e2d\u8eab\u3092\u898b\u3066\u5224\u65ad\u3059\u308b |\n\n**`{\u8fd4\u9001\u671f\u9650}` \u306f Python \u304c\u90e8\u7f72\u306e\u6c7a\u307e\u308a\u3067\u5165\u308c\u307e\u3059\u3002** \u671f\u9650\u306e\u65e5\u4ed8\u3092AI\u306b\u8a08\u7b97\u3055\u305b\u308b\u3068\u3001\u571f\u65e5\u3084\u5e74\u672b\u5e74\u59cb\u306e\u6271\u3044\u304c\u305a\u308c\u307e\u3059\u3002\n\n**\u53d7\u53d6\u4eba\u306e\u5909\u66f4\u3067\u4e0d\u5099\u304c2\u3064\u3042\u3063\u305f\u8acb\u6c42\u306e\u4e0b\u66f8\u304d\u306f\u3001\u78ba\u8a8d\u306e\u4e00\u89a7\u3067\u6b21\u306e\u3088\u3046\u306b\u898b\u3048\u307e\u3059\u3002**\n\n```\n\u3010\u8acb\u6c42\u3011\u53d7\u53d6\u4eba\u5909\u66f4\u3000\u4e0d\u50992\u4ef6\u3000\u5370\uff1a\u8981\u78ba\u8a8d1\n\u3010\u4e0d\u50991\u3011\u88ab\u4fdd\u967a\u8005\u540c\u610f\u6b04\u306e\u7f72\u540d\u306a\u3057\n  \u7b87\u6240\uff1a\u53d7\u53d6\u4eba\u5909\u66f4\u8acb\u6c42\u66f8\u30002\u679a\u76ee\u300c\u88ab\u4fdd\u967a\u8005\u306e\u540c\u610f\u300d\u6b04\n  \u76f4\u3057\u65b9\uff1a\u88ab\u4fdd\u967a\u8005\u3055\u307e\u3054\u672c\u4eba\u304c\u3001\u540c\u610f\u6b04\u306b\u3054\u7f72\u540d\u304f\u3060\u3055\u3044\uff08\u898f\u5b9a \u53d7\u53d6\u4eba\u5909\u66f44-1\uff09\n  \u7f72\u540d\u3059\u308b\u4eba\uff1a\u88ab\u4fdd\u967a\u8005\n\u3010\u4e0d\u50992\u3011\u65b0\u53d7\u53d6\u4eba\u306e\u7d9a\u67c4\u304c\u7a7a\u6b04\n  \u7b87\u6240\uff1a\u53d7\u53d6\u4eba\u5909\u66f4\u8acb\u6c42\u66f8\u30001\u679a\u76ee\u300c\u65b0\u53d7\u53d6\u4eba\u300d\u6b04\u306e\u7d9a\u67c4\n  \u76f4\u3057\u65b9\uff1a\u5951\u7d04\u8005\u3055\u307e\u304c\u3001\u88ab\u4fdd\u967a\u8005\u3055\u307e\u304b\u3089\u898b\u305f\u7d9a\u67c4\u3092\u3054\u8a18\u5165\u304f\u3060\u3055\u3044\uff08\u898f\u5b9a \u53d7\u53d6\u4eba\u5909\u66f42-3\uff09\n\u3010\u9001\u308a\u8fd4\u3059\u3082\u306e\u3011\u53d7\u53d6\u4eba\u5909\u66f4\u8acb\u6c42\u66f8\uff082\u679a\u3068\u3082\uff09\n\u3010\u672c\u6587\u306e\u6bb5\u843d\u30113\u6bb5\u843d\u3000\u6587\u4f8b\u5916\uff1a0\n\u3010\u8981\u78ba\u8a8d\u3011\u62c5\u5f53\u306e\u30e1\u30e2\u300c\u88ab\u4fdd\u967a\u8005\u306f\u6d77\u5916\u8d74\u4efb\u4e2d\u300d\u306b\u5bfe\u5fdc\u3059\u308b\u898f\u5b9a\u306e\u9805\u76ee\u304c\u6e21\u3055\u308c\u3066\u3044\u306a\u3044\n```\n\n**\u6700\u5f8c\u306e\u884c\u306e\u3088\u3046\u306a\u8981\u78ba\u8a8d\u304c\u3001\u62c5\u5f53\u8005\u306e\u7d4c\u9a13\u306b\u983c\u3063\u3066\u3044\u305f\u90e8\u5206\u3067\u3059\u3002** \u88ab\u4fdd\u967a\u8005\u304c\u9060\u65b9\u3084\u6d77\u5916\u306b\u3044\u308b\u3068\u304d\u306e\u66f8\u985e\u306e\u3084\u308a\u53d6\u308a\u3092\u898f\u5b9a\u304c\u3069\u3046\u5b9a\u3081\u3066\u3044\u308b\u304b\u306f\u3001**AI\u306b\u63a8\u6e2c\u3055\u305b\u305a\u3001\u62c5\u5f53\u304c\u898f\u5b9a\u3092\u63a2\u3057\u3066\u76f4\u3057\u65b9\u3092\u66f8\u304d\u307e\u3059\u3002** \u63a2\u3057\u305f\u9805\u76ee\u306f\u5bfe\u5fdc\u8868\u306b\u8db3\u3057\u3001\u6b21\u304b\u3089\u306f\u81ea\u52d5\u3067\u5f15\u3051\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002","integration_systems":"| \u3064\u306a\u304e\u5148 | \u65b9\u5f0f | \u5185\u5bb9 |\n|:--|:--|:--|\n| \u4fdd\u5168\u306e\u4e8b\u52d9\u30b7\u30b9\u30c6\u30e0 | \u65e5\u6b21\u306e\u66f8\u304d\u51fa\u3057\u3092\u8aad\u3080 | \u4e0d\u5099\u306e\u767b\u9332\u3068\u5951\u7d04\u306e\u60c5\u5831 |\n| \u898f\u5b9a\u30fb\u6587\u4f8b\u30fb\u5bfe\u5fdc\u8868 | \u30d5\u30a1\u30a4\u30eb\u3092\u8aad\u3080 | \u6839\u62e0\u306e\u9805\u76ee\u3068\u6587\u4f8b |\n| Claude API | API\u547c\u3073\u51fa\u3057\uff08\u69cb\u9020\u5316\u51fa\u529b\uff09 | \u6848\u5185\u6587\u306e\u4e0b\u66f8\u304d\u3068\u6839\u62e0\u306e\u756a\u53f7 |\n| \u78ba\u8a8d\u306e\u4e00\u89a7 | Python \u304c\u66f8\u304d\u8fbc\u3080 | \u4e0b\u66f8\u304d\u3001\u7167\u5408\u306e\u5370\u3001\u62c5\u5f53\u306e\u76f4\u3057\u306e\u6b04\u3001\u4e0a\u5e2d\u306e\u627f\u8a8d\u306e\u6b04 |\n| \u5e33\u7968\u306e\u4ed5\u7d44\u307f | \u627f\u8a8d\u3055\u308c\u305f\u3082\u306e\u3092\u6e21\u3059 | \u8a18\u53f7\u3092\u623b\u3057\u3066\u5b9b\u540d\u3092\u5dee\u3057\u8fbc\u3080 |\n\n**\u4e8b\u52d9\u30b7\u30b9\u30c6\u30e0\u306b\u306f\u66f8\u304d\u8fbc\u307f\u307e\u305b\u3093\u3002** \u4e0d\u5099\u306e\u6848\u5185\u3092\u9001\u3063\u305f\u3068\u3044\u3046\u8a18\u9332\u306f\u3001\u3053\u308c\u307e\u3067\u3069\u304a\u308a\u62c5\u5f53\u304c\u4e8b\u52d9\u30b7\u30b9\u30c6\u30e0\u306b\u5165\u308c\u307e\u3059\u3002**AI\u306e\u51fa\u529b\u304c\u4e8b\u52d9\u30b7\u30b9\u30c6\u30e0\u306e\u8a18\u9332\u3092\u66f8\u304d\u63db\u3048\u308b\u7d4c\u8def\u306f\u4f5c\u308a\u307e\u305b\u3093\u3002**\n\n**\u8a18\u53f7\u3092\u540d\u524d\u306b\u623b\u3059\u306e\u306f\u3001\u5e33\u7968\u306e\u4ed5\u7d44\u307f\u306e\u5074\u3067\u3059\u3002** \u8a18\u53f7\u3068\u540d\u524d\u306e\u5bfe\u5fdc\u306fAI\u306b\u6e21\u3055\u305a\u3001Python \u304c\u8acb\u6c42\u756a\u53f7\u3054\u3068\u306b\u6301\u3061\u3001**\u627f\u8a8d\u3055\u308c\u305f\u4e0b\u66f8\u304d\u3092\u5e33\u7968\u306e\u4ed5\u7d44\u307f\u306b\u6e21\u3059\u3068\u304d\u306b\u3060\u3051\u4f7f\u3044\u307e\u3059\u3002**","human_review":"1. **\u6848\u5185\u306e\u62c5\u5f53\u304c\u3001\u5370\u306e\u4ed8\u3044\u305f\u3082\u306e\u304b\u3089\u898b\u308b** \u2026 \u6839\u62e0\u306a\u3057\u3001\u6f0f\u308c\u3001\u8981\u78ba\u8a8d\u3001\u6587\u4f8b\u5916\u306e\u9806\u306b\u898b\u307e\u3059\n2. **\u767b\u9332\u3057\u305f\u4e0d\u5099\u304c\u3059\u3079\u3066\u6848\u5185\u306b\u5165\u3063\u3066\u3044\u308b\u304b\u3092\u898b\u308b** \u2026 \u6f0f\u308c\u306e\u5370\u304c\u7121\u304f\u3066\u3082\u3001**\u7b87\u6240\u306e\u8aac\u660e\u304c\u767b\u9332\u306e\u7b87\u6240\u3068\u540c\u3058\u304b\u30921\u3064\u305a\u3064\u898b\u307e\u3059**\n3. **\u76f4\u3057\u65b9\u3092\u898f\u5b9a\u306e\u9805\u76ee\u3067\u78ba\u304b\u3081\u308b** \u2026 \u3068\u304f\u306b\u8ab0\u304c\u7f72\u540d\u3059\u308b\u304b\u3002**\u53d7\u53d6\u4eba\u306e\u5909\u66f4\u3067\u306f\u88ab\u4fdd\u967a\u8005\u306e\u540c\u610f\u306e\u6271\u3044\u3092\u5fc5\u305a\u898b\u307e\u3059**\n4. **\u4e0a\u5e2d\u304c\u627f\u8a8d\u3059\u308b** \u2026 \u6587\u4f8b\u5916\u306e\u6bb5\u843d\u3068\u3001\u62c5\u5f53\u304c\u76f4\u3057\u305f\u7b87\u6240\u3092\u4e2d\u5fc3\u306b\u898b\u307e\u3059\n\n**3\u756a\u76ee\u306e\u53d7\u53d6\u4eba\u306e\u5909\u66f4\u3092\u8efd\u304f\u898b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u7b2c6\u7ae0\u3067\u89e6\u308c\u305f\u3068\u304a\u308a\u3001\u6b7b\u4ea1\u4fdd\u967a\u5951\u7d04\u306e\u53d7\u53d6\u4eba\u306e\u5909\u66f4\u306f\u88ab\u4fdd\u967a\u8005\u306e\u540c\u610f\u304c\u306a\u3051\u308c\u3070\u52b9\u529b\u3092\u751f\u3058\u307e\u305b\u3093\u3002**\u540c\u610f\u306e\u7f72\u540d\u3092\u8ab0\u304c\u3059\u308b\u304b\u3092\u8aa4\u3063\u305f\u6848\u5185\u3067\u66f8\u985e\u304c\u9001\u308a\u8fd4\u3055\u308c\u308c\u3070\u3001\u5909\u66f4\u304c\u6210\u308a\u7acb\u305f\u306a\u3044\u307e\u307e\u6642\u9593\u304c\u904e\u304e\u307e\u3059\u3002**\n\n**\u76ee\u6a19\u306f\u30011\u4ef66\u5206\u3067\u3059\u3002** \u5370\u306e\u4ed8\u304b\u306a\u3044\u6848\u5185\u306f\u3001\u7b87\u6240\u3068\u76f4\u3057\u65b9\u3092\u78ba\u304b\u3081\u30663\u301c4\u5206\u3001\u5370\u306e\u4ed8\u3044\u305f\u6848\u5185\u306f\u898f\u5b9a\u3092\u958b\u3044\u306610\u5206\u524d\u5f8c\u3002**\u5370\u306e\u4ed8\u304f\u5272\u5408\u304c\u4e0b\u304c\u308b\u307b\u3069\u3001\u5e73\u5747\u306f\u77ed\u304f\u306a\u308a\u307e\u3059\u3002**","exception_handling":"| \u8d77\u304d\u308b\u3053\u3068 | \u5bfe\u5fdc |\n|:--|:--|\n| \u5bfe\u5fdc\u8868\u306b\u7121\u3044\u4e0d\u5099\u30b3\u30fc\u30c9 | AI\u306b\u6e21\u3055\u305a\u3001\u4eba\u304c\u4e00\u304b\u3089\u66f8\u304f\u3002**\u5bfe\u5fdc\u8868\u306b\u8db3\u3059\u5019\u88dc\u3068\u3057\u3066\u8a18\u9332\u3059\u308b** |\n| \u62c5\u5f53\u306e\u30e1\u30e2\u306b\u5065\u5eb7\u306e\u60c5\u5831 | \u305d\u306e\u8acb\u6c42\u306fAI\u306b\u6e21\u3055\u306a\u3044 |\n| \u898f\u5b9a\u306e\u9805\u76ee\u304c\u5f15\u3051\u306a\u3044\u4e8b\u60c5\uff08\u4ee3\u7b46\u3001\u6210\u5e74\u5f8c\u898b\u306a\u3069\uff09 | `needs_check` \u306b\u6319\u304c\u308b\u3002**\u62c5\u5f53\u304c\u898f\u5b9a\u3092\u63a2\u3057\u3066\u66f8\u304f** |\n| \u540c\u3058\u8acb\u6c42\u306b\u7fcc\u65e5\u4e0d\u5099\u304c\u8db3\u3055\u308c\u305f | \u4f5c\u308a\u76f4\u3057\u306e\u5370\u3092\u4ed8\u3051\u3066\u65b0\u3057\u304f\u4f5c\u308b\u3002\u53e4\u3044\u4e0b\u66f8\u304d\u306f\u4f7f\u308f\u306a\u3044 |\n| \u4e0d\u5099\u304c10\u3092\u8d85\u3048\u308b | \u6848\u5185\u6587\u304c\u9577\u304f\u306a\u308b\u3002**\u96fb\u8a71\u3067\u8aac\u660e\u3059\u308b\u5bfe\u8c61\u3068\u3057\u3066\u4e0a\u5e2d\u306b\u56de\u3059** |\n| \u5fdc\u7b54\u304c\u30b9\u30ad\u30fc\u30de\u306b\u5408\u308f\u306a\u3044\u3001\u9014\u4e2d\u3067\u5207\u308c\u305f | \u516c\u5f0f\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u306f\u62d2\u5426\u3084\u51fa\u529b\u306e\u4e0a\u9650\u3067\u5f62\u304c\u5d29\u308c\u3046\u308b\u3068\u3055\u308c\u308b\u3002**\u305d\u306e\u8acb\u6c42\u3060\u3051\u4f5c\u308a\u76f4\u3057\u30012\u56de\u76ee\u3082\u5d29\u308c\u305f\u3089\u4eba\u3078** |\n| API\u304c\u5fdc\u7b54\u3057\u306a\u3044 | \u78ba\u8a8d\u306e\u4e00\u89a7\u306b\u300c\u672a\u4f5c\u6210\u300d\u3068\u51fa\u3057\u3001\u7fcc\u671d\u62c5\u5f53\u304c\u4e00\u304b\u3089\u66f8\u304f |\n| 2\u56de\u76ee\u306e\u4e0d\u5099\uff08\u518d\u4e0d\u5099\uff09 | \u524d\u56de\u306e\u6848\u5185\u6587\u3092\u4e00\u7dd2\u306b\u6e21\u3057\u3001**\u524d\u56de\u3068\u540c\u3058\u8aac\u660e\u3092\u7e70\u308a\u8fd4\u3055\u306a\u3044**\u3088\u3046\u306b\u6307\u793a\u3059\u308b |\n\n**\u6700\u5f8c\u306e\u884c\u306f\u3001\u3053\u306e\u69cb\u6210\u306e\u52b9\u304d\u76ee\u304c\u3044\u3061\u3070\u3093\u51fa\u308b\u5834\u9762\u3067\u3059\u3002** \u4e00\u5ea6\u76f4\u3057\u3066\u9001\u308a\u8fd4\u3057\u305f\u306e\u306b\u307e\u305f\u4e0d\u5099\u306b\u306a\u3063\u305f\u5951\u7d04\u8005\u306b\u3001\u540c\u3058\u6587\u9762\u306e\u6848\u5185\u3092\u9001\u308b\u3068\u3001**\u4f55\u304c\u9055\u3063\u305f\u306e\u304b\u304c\u4f1d\u308f\u3089\u305a\u3001\u96fb\u8a71\u306b\u306a\u308a\u307e\u3059\u3002** \u524d\u56de\u306e\u6848\u5185\u3068\u4eca\u56de\u306e\u4e0d\u5099\u3092\u4e26\u3079\u3066\u6e21\u3057\u3001\u300c\u524d\u56de\u306e\u3054\u6848\u5185\u304b\u3089\u5909\u308f\u3063\u305f\u70b9\u300d\u3092\u5148\u982d\u306b\u66f8\u304b\u305b\u307e\u3059\u3002","log_storage":"- \u8acb\u6c42\u756a\u53f7\u3054\u3068\u306b\u3001\u6e21\u3057\u305f\u4e0d\u5099\u306e\u767b\u9332\u30fb\u898f\u5b9a\u306e\u9805\u76ee\u756a\u53f7\u30fb\u6587\u4f8b\u306e\u756a\u53f7\uff08**\u540d\u524d\u3092\u8a18\u53f7\u306b\u3057\u305f\u5f8c\u306e\u3082\u306e**\uff09\n- Claude API \u304c\u8fd4\u3057\u305fJSON\u306e\u5168\u6587\u3068\u3001\u7167\u5408\u306e\u5370\n- \u62c5\u5f53\u304c\u76f4\u3057\u305f\u7b87\u6240\u3068\u3001\u76f4\u3057\u305f\u7406\u7531\n- \u4e0a\u5e2d\u306e\u627f\u8a8d\u306e\u65e5\u6642\u3068\u627f\u8a8d\u3057\u305f\u4eba\n- \u9001\u3063\u305f\u6848\u5185\u306b\u5bfe\u3057\u3066\u3001\u96fb\u8a71\u306e\u554f\u3044\u5408\u308f\u305b\u304c\u3042\u3063\u305f\u304b\u3001\u518d\u4e0d\u5099\u306b\u306a\u3063\u305f\u304b\n\n**2\u3064\u76ee\u30683\u3064\u76ee\u3092\u4e26\u3079\u3066\u6b8b\u3059\u306e\u306f\u3001\u6587\u4f8b\u3068\u898f\u5b9a\u3092\u76f4\u3059\u6750\u6599\u306b\u3059\u308b\u305f\u3081\u3067\u3059\u3002** \u62c5\u5f53\u304c\u6bce\u56de\u540c\u3058\u76f4\u3057\u3092\u3057\u3066\u3044\u308b\u306a\u3089\u3001**\u6587\u4f8b\u304b\u5bfe\u5fdc\u8868\u306e\u3069\u3061\u3089\u304b\u304c\u8db3\u308a\u3066\u3044\u307e\u305b\u3093\u3002** \u6708\u306b\u4e00\u5ea6\u3001\u76f4\u3057\u306e\u591a\u3044\u4e0d\u5099\u30b3\u30fc\u30c9\u3092\u6570\u3048\u307e\u3059\u3002\n\n**\u6700\u5f8c\u306e\u884c\u304c\u3001\u3053\u306e\u69cb\u6210\u306e\u51fa\u6765\u3092\u6e2c\u308b\u6570\u5b57\u3067\u3059\u3002** \u6848\u5185\u6587\u306e\u4f5c\u6210\u6642\u9593\u304c\u6e1b\u3063\u3066\u3082\u3001**\u96fb\u8a71\u3068\u518d\u4e0d\u5099\u304c\u5897\u3048\u3066\u3044\u308c\u3070\u3001\u5951\u7d04\u8005\u306e\u624b\u9593\u306b\u4ed8\u3051\u66ff\u3048\u305f\u3060\u3051\u3067\u3059\u3002**","implementation_level":"\u534a\u81ea\u52d5\u5316","difficulty":2,"cost_band":"\u4e2d","cost_level_label":"API\u9023\u643a","security_level":"\u9ad8","implementation_status":"\u69cb\u6210\u4f8b","assumption_people":6,"assumption_frequency":400,"assumption_workdays":20,"volume_month":400,"before_minutes_per_case":15,"after_minutes_per_case":6,"hourly_cost":3000,"before_hours_month":100,"after_hours_month":40,"saved_hours_month":60,"reduction_rate":60,"saved_hours_year":720,"annual_cost_effect":2160000,"summary":"\u5951\u7d04\u8005\u304b\u3089\u5c4a\u3044\u305f\u540d\u7fa9\u30fb\u53d7\u53d6\u4eba\u30fb\u4f4f\u6240\u306e\u5909\u66f4\u306e\u8acb\u6c42\u66f8\u985e\u306b\u4e0d\u5099\u304c\u3042\u3063\u305f\u3068\u304d\u3001\u4e0d\u5099\u306e\u8a18\u9332\u3068\u4e8b\u52d9\u306e\u898f\u5b9a\u3001\u627f\u8a8d\u6e08\u307f\u306e\u6587\u4f8b\u304b\u3089\u3001\u5951\u7d04\u8005\u306b\u9001\u308b\u6848\u5185\u6587\u306e\u4e0b\u66f8\u304d\u3092\u4f5c\u308a\u307e\u3059\u3002\u62c5\u5f53\u8005\u306f\u4e00\u304b\u3089\u66f8\u304b\u305a\u3001\u4e0b\u66f8\u304d\u3092\u78ba\u304b\u3081\u3066\u76f4\u3059\u4f5c\u696d\u306b\u5909\u308f\u308a\u307e\u3059\u3002","before_flow":"1. \u4e8b\u52d9\u306e\u62c5\u5f53\u304c\u8acb\u6c42\u66f8\u985e\u3092\u70b9\u691c\u3057\u3001\u4e0d\u5099\u30b3\u30fc\u30c9\u3068\u4e0d\u5099\u306e\u7b87\u6240\u3001\u30e1\u30e2\u3092\u4e8b\u52d9\u30b7\u30b9\u30c6\u30e0\u306b\u767b\u9332\u3059\u308b\n2. \u6848\u5185\u306e\u62c5\u5f53\u304c\u4e8b\u52d9\u30b7\u30b9\u30c6\u30e0\u3067\u4e0d\u5099\u306e\u767b\u9332\u3092\u958b\u304d\u3001\u8acb\u6c42\u306e\u7a2e\u985e\u3068\u4e0d\u5099\u306e\u4e00\u89a7\u3092\u898b\u308b\n3. \u6587\u4f8b\u96c6\u304b\u3089\u4e0d\u5099\u30b3\u30fc\u30c9\u3054\u3068\u306e\u6587\u4f8b\u3092\u63a2\u3057\u3001\u6587\u66f8\u4f5c\u6210\u30bd\u30d5\u30c8\u306b\u8cbc\u308b\n4. \u4e8b\u52d9\u306e\u898f\u5b9a\u3092\u958b\u304d\u3001\u76f4\u3057\u65b9\u3068\u9001\u308a\u8fd4\u3059\u66f8\u985e\u3092\u78ba\u304b\u3081\u3001\u6587\u4f8b\u306b\u8db3\u308a\u306a\u3044\u8aac\u660e\u3092\u66f8\u304d\u8db3\u3059\n5. \u8907\u6570\u306e\u4e0d\u5099\u306e\u8aac\u660e\u3092\u307e\u3068\u3081\u3001\u9001\u308a\u8fd4\u3059\u3082\u306e\u306e\u4e00\u89a7\u3068\u8fd4\u9001\u306e\u671f\u9650\u3092\u66f8\u304f\n6. \u4e0a\u5e2d\u304c\u6848\u5185\u6587\u3092\u78ba\u304b\u3081\u308b\n7. \u5e33\u7968\u306e\u4ed5\u7d44\u307f\u3067\u5b9b\u540d\u3092\u5dee\u3057\u8fbc\u307f\u3001\u8acb\u6c42\u66f8\u985e\u306e\u5199\u3057\u3092\u540c\u5c01\u3057\u3066\u9001\u308b\n\n**\uff08a\uff09\u6587\u4f8b\u306f\u3042\u3063\u3066\u3082\u3001\u7d44\u307f\u5408\u308f\u305b\u308b\u3068\u9577\u304f\u306a\u308b\u3002** \u6587\u4f8b\u30923\u3064\u8cbc\u308b\u3068\u3001\u300c\u540c\u5c01\u306e\u66f8\u985e\u306b\u3054\u8a18\u5165\u306e\u3046\u3048\u300d\u304c3\u56de\u51fa\u3066\u304d\u307e\u3059\u3002**\u91cd\u306a\u308a\u3092\u307e\u3068\u3081\u3001\u3069\u306e\u66f8\u985e\u306e\u3069\u306e\u6b04\u304b\u304c\u4e00\u76ee\u3067\u5206\u304b\u308b\u5f62\u306b\u76f4\u3059\u306e\u306b\u30011\u901a10\u5206\u524d\u5f8c\u304b\u304b\u308a\u307e\u3059\u3002**\n\n**\uff08b\uff09\u898f\u5b9a\u3068\u6587\u4f8b\u306e\u9593\u3092\u57cb\u3081\u308b\u306e\u304c\u62c5\u5f53\u8005\u306e\u7d4c\u9a13\u3002** \u6587\u4f8b\u306f\u300c\u88ab\u4fdd\u967a\u8005\u3055\u307e\u306e\u540c\u610f\u306e\u7f72\u540d\u304c\u5fc5\u8981\u3067\u3059\u300d\u3068\u3060\u3051\u66f8\u3044\u3066\u3044\u3066\u3082\u3001**\u88ab\u4fdd\u967a\u8005\u304c\u672a\u6210\u5e74\u306e\u3068\u304d\u306b\u8ab0\u304c\u7f72\u540d\u3059\u308b\u304b\u3001\u9060\u65b9\u306b\u4f4f\u3080\u88ab\u4fdd\u967a\u8005\u306b\u3069\u3046\u983c\u3080\u304b**\u306f\u898f\u5b9a\u3092\u8aad\u307e\u306a\u3044\u3068\u66f8\u3051\u307e\u305b\u3093\u3002\u7d4c\u9a13\u306e\u6d45\u3044\u62c5\u5f53\u8005\u306e\u6848\u5185\u307b\u3069\u3001\u898f\u5b9a\u306e\u78ba\u8a8d\u306b\u6642\u9593\u304c\u304b\u304b\u308a\u307e\u3059\u3002\n\n**\uff08c\uff09\u5206\u304b\u308a\u306b\u304f\u3044\u6848\u5185\u306f\u3001\u96fb\u8a71\u3068\u518d\u4e0d\u5099\u306b\u306a\u3063\u3066\u8fd4\u3063\u3066\u304f\u308b\u3002** \u300c\u5c4a\u51fa\u5370\u3068\u76f8\u9055\u3057\u3066\u3044\u307e\u3059\u300d\u3068\u3060\u3051\u66f8\u304f\u3068\u3001\u5951\u7d04\u8005\u306f\u5225\u306e\u5370\u3092\u62bc\u3057\u3066\u9001\u308a\u8fd4\u3057\u3001**\u305d\u308c\u304c\u307e\u305f\u5c4a\u51fa\u5370\u3068\u9055\u3063\u3066\u4e8c\u5ea6\u76ee\u306e\u4e0d\u5099\u306b\u306a\u308a\u307e\u3059\u3002** \u5c4a\u51fa\u5370\u304c\u5206\u304b\u3089\u306a\u3044\u3068\u304d\u306e\u624b\u7d9a\u304d\u307e\u3067\u66f8\u3044\u3066\u3042\u308c\u3070\u3001\u4e00\u5ea6\u3067\u6e08\u3093\u3060\u8acb\u6c42\u3067\u3059\u3002\n\n**\uff08d\uff09\u4e0a\u5e2d\u306e\u78ba\u8a8d\u304c\u8a70\u307e\u308b\u3002** \u66f8\u304d\u65b9\u304c\u62c5\u5f53\u8005\u3054\u3068\u306b\u9055\u3046\u306e\u3067\u3001\u4e0a\u5e2d\u306f1\u901a\u305a\u3064\u5168\u6587\u3092\u8aad\u307f\u307e\u3059\u3002**\u6708\u672b\u3068\u5e74\u672b\u306b\u8acb\u6c42\u304c\u5897\u3048\u308b\u3068\u3001\u78ba\u8a8d\u5f85\u3061\u306e\u6848\u5185\u304c\u305f\u307e\u308a\u3001\u5951\u7d04\u8005\u3078\u306e\u767a\u9001\u304c\u9045\u308c\u307e\u3059\u3002**","before_flow_steps":["\u4e8b\u52d9\u306e\u62c5\u5f53\u304c\u8acb\u6c42\u66f8\u985e\u3092\u70b9\u691c\u3057\u3001\u4e0d\u5099\u30b3\u30fc\u30c9\u3068\u4e0d\u5099\u306e\u7b87\u6240\u3001\u30e1\u30e2\u3092\u4e8b\u52d9\u30b7\u30b9\u30c6\u30e0\u306b\u767b\u9332\u3059\u308b","\u6848\u5185\u306e\u62c5\u5f53\u304c\u4e8b\u52d9\u30b7\u30b9\u30c6\u30e0\u3067\u4e0d\u5099\u306e\u767b\u9332\u3092\u958b\u304d\u3001\u8acb\u6c42\u306e\u7a2e\u985e\u3068\u4e0d\u5099\u306e\u4e00\u89a7\u3092\u898b\u308b","\u6587\u4f8b\u96c6\u304b\u3089\u4e0d\u5099\u30b3\u30fc\u30c9\u3054\u3068\u306e\u6587\u4f8b\u3092\u63a2\u3057\u3001\u6587\u66f8\u4f5c\u6210\u30bd\u30d5\u30c8\u306b\u8cbc\u308b","\u4e8b\u52d9\u306e\u898f\u5b9a\u3092\u958b\u304d\u3001\u76f4\u3057\u65b9\u3068\u9001\u308a\u8fd4\u3059\u66f8\u985e\u3092\u78ba\u304b\u3081\u3001\u6587\u4f8b\u306b\u8db3\u308a\u306a\u3044\u8aac\u660e\u3092\u66f8\u304d\u8db3\u3059","\u8907\u6570\u306e\u4e0d\u5099\u306e\u8aac\u660e\u3092\u307e\u3068\u3081\u3001\u9001\u308a\u8fd4\u3059\u3082\u306e\u306e\u4e00\u89a7\u3068\u8fd4\u9001\u306e\u671f\u9650\u3092\u66f8\u304f","\u4e0a\u5e2d\u304c\u6848\u5185\u6587\u3092\u78ba\u304b\u3081\u308b","\u5e33\u7968\u306e\u4ed5\u7d44\u307f\u3067\u5b9b\u540d\u3092\u5dee\u3057\u8fbc\u307f\u3001\u8acb\u6c42\u66f8\u985e\u306e\u5199\u3057\u3092\u540c\u5c01\u3057\u3066\u9001\u308b"],"after_flow":"1. **\u3010\u4eba\u3011** \u4e8b\u52d9\u306e\u62c5\u5f53\u304c\u8acb\u6c42\u66f8\u985e\u3092\u70b9\u691c\u3057\u3001\u4e0d\u5099\u30b3\u30fc\u30c9\u3068\u7b87\u6240\u3001\u30e1\u30e2\u3092\u767b\u9332\u3059\u308b\uff08\u3053\u308c\u307e\u3067\u3069\u304a\u308a\uff09\n2. **\u3010\u81ea\u52d5\u3011** \u6bce\u65e517\u6642\u306b\u3001\u305d\u306e\u65e5\u306b\u767b\u9332\u3055\u308c\u305f\u4e0d\u5099\u3092\u4e8b\u52d9\u30b7\u30b9\u30c6\u30e0\u304b\u3089\u66f8\u304d\u51fa\u3059\n3. **\u3010\u81ea\u52d5\u3011** \u8acb\u6c42\u306e\u7a2e\u985e\u3068\u4e0d\u5099\u30b3\u30fc\u30c9\u304b\u3089\u3001\u4e8b\u52d9\u306e\u898f\u5b9a\u306e\u8a72\u5f53\u9805\u76ee\u3068\u627f\u8a8d\u6e08\u307f\u306e\u6587\u4f8b\u3092\u5f15\u304f\n4. **\u3010\u81ea\u52d5\u3011** \u5951\u7d04\u8005\u306e\u540d\u524d\u30fb\u4f4f\u6240\u30fb\u8a3c\u5238\u756a\u53f7\u3092\u8a18\u53f7\u306b\u7f6e\u304d\u63db\u3048\u308b\n5. **\u3010\u81ea\u52d5\u3011** Claude API \u304c\u3001\u4e0d\u5099\u3054\u3068\u306e\u76f4\u3057\u65b9\u3068\u9001\u308a\u8fd4\u3059\u3082\u306e\u306e\u4e00\u89a7\u3001\u6848\u5185\u6587\u306e\u4e0b\u66f8\u304d\u3092JSON\u3067\u8fd4\u3059\n6. **\u3010\u81ea\u52d5\u3011** \u76f4\u3057\u65b9\u306e\u4e00\u3064\u4e00\u3064\u306b\u4ed8\u3044\u305f\u898f\u5b9a\u306e\u756a\u53f7\u3068\u6587\u4f8b\u306e\u756a\u53f7\u304c\u3001\u5f15\u3044\u305f\u898f\u5b9a\u3068\u6587\u4f8b\u306b\u5b9f\u5728\u3059\u308b\u304b\u3092\u7167\u3089\u3059\n7. **\u3010\u81ea\u52d5\u3011** \u7167\u3089\u3057\u306b\u901a\u3063\u305f\u3082\u306e\u3092\u78ba\u8a8d\u306e\u4e00\u89a7\u306b\u4e26\u3079\u3001\u901a\u3089\u306a\u304b\u3063\u305f\u3082\u306e\u306b\u5370\u3092\u4ed8\u3051\u308b\n8. **\u3010\u4eba\u3011** \u6848\u5185\u306e\u62c5\u5f53\u304c\u7fcc\u671d\u3001\u4e0b\u66f8\u304d\u3092\u767b\u9332\u3055\u308c\u305f\u4e0d\u5099\u3068\u898f\u5b9a\u306b\u7167\u3089\u3057\u3066\u78ba\u304b\u3081\u3001\u76f4\u3059\n9. **\u3010\u4eba\u3011** \u4e0a\u5e2d\u304c\u78ba\u8a8d\u306e\u4e00\u89a7\u3067\u627f\u8a8d\u3059\u308b\n10. **\u3010\u81ea\u52d5\u3011** \u627f\u8a8d\u3055\u308c\u305f\u4e0b\u66f8\u304d\u3092\u5e33\u7968\u306e\u4ed5\u7d44\u307f\u306b\u6e21\u3057\u3001\u8a18\u53f7\u3092\u540d\u524d\u3068\u4f4f\u6240\u306b\u623b\u3057\u3066\u5dee\u3057\u8fbc\u3080\n11. **\u3010\u4eba\u3011** \u8acb\u6c42\u66f8\u985e\u306e\u5199\u3057\u3092\u540c\u5c01\u3057\u3066\u9001\u308b\n\n**8\u756a\u76ee\u304c\u3001\u3053\u306e\u8a2d\u8a08\u306e\u5206\u304b\u308c\u76ee\u3067\u3059\u3002AI\u306e\u4e0b\u66f8\u304d\u306f\u3001\u305d\u306e\u307e\u307e\u9001\u308c\u308b\u6587\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002** \u62c5\u5f53\u8005\u306f\u767b\u9332\u3057\u305f\u4e0d\u5099\u304c\u3059\u3079\u3066\u6848\u5185\u306b\u5165\u3063\u3066\u3044\u308b\u304b\u3001\u76f4\u3057\u65b9\u304c\u898f\u5b9a\u3069\u304a\u308a\u304b\u3092\u78ba\u304b\u3081\u307e\u3059\u3002**\u4e00\u304b\u3089\u66f8\u304f15\u5206\u304c\u3001\u78ba\u304b\u3081\u3066\u76f4\u3059\u6642\u9593\u306b\u5909\u308f\u308a\u307e\u3059\u3002**\n\n**6\u756a\u76ee\u3092\u6a5f\u68b0\u3067\u7167\u3089\u3057\u3066\u3044\u308b\u306e\u3082\u3001\u610f\u56f3\u3057\u3066\u306e\u3053\u3068\u3067\u3059\u3002** \u76f4\u3057\u65b9\u306e\u6587\u306b\u6839\u62e0\u306e\u756a\u53f7\u3092\u4ed8\u3051\u3055\u305b\u3001\u305d\u306e\u756a\u53f7\u304c\u5f15\u3044\u305f\u898f\u5b9a\u3068\u6587\u4f8b\u306b\u7121\u3051\u308c\u3070\u6b62\u3081\u307e\u3059\u3002**AI\u304c\u898f\u5b9a\u306b\u7121\u3044\u66f8\u985e\u3092\u6c42\u3081\u308b\u6587\u3092\u66f8\u3044\u3066\u3082\u3001\u6839\u62e0\u306e\u756a\u53f7\u304c\u4ed8\u304b\u306a\u3044\u306e\u3067\u3001\u62c5\u5f53\u8005\u304c\u898b\u308b\u524d\u306b\u5370\u304c\u4ed8\u304d\u307e\u3059\u3002**","after_flow_steps":["**\u3010\u4eba\u3011** \u4e8b\u52d9\u306e\u62c5\u5f53\u304c\u8acb\u6c42\u66f8\u985e\u3092\u70b9\u691c\u3057\u3001\u4e0d\u5099\u30b3\u30fc\u30c9\u3068\u7b87\u6240\u3001\u30e1\u30e2\u3092\u767b\u9332\u3059\u308b\uff08\u3053\u308c\u307e\u3067\u3069\u304a\u308a\uff09","**\u3010\u81ea\u52d5\u3011** \u6bce\u65e517\u6642\u306b\u3001\u305d\u306e\u65e5\u306b\u767b\u9332\u3055\u308c\u305f\u4e0d\u5099\u3092\u4e8b\u52d9\u30b7\u30b9\u30c6\u30e0\u304b\u3089\u66f8\u304d\u51fa\u3059","**\u3010\u81ea\u52d5\u3011** \u8acb\u6c42\u306e\u7a2e\u985e\u3068\u4e0d\u5099\u30b3\u30fc\u30c9\u304b\u3089\u3001\u4e8b\u52d9\u306e\u898f\u5b9a\u306e\u8a72\u5f53\u9805\u76ee\u3068\u627f\u8a8d\u6e08\u307f\u306e\u6587\u4f8b\u3092\u5f15\u304f","**\u3010\u81ea\u52d5\u3011** \u5951\u7d04\u8005\u306e\u540d\u524d\u30fb\u4f4f\u6240\u30fb\u8a3c\u5238\u756a\u53f7\u3092\u8a18\u53f7\u306b\u7f6e\u304d\u63db\u3048\u308b","**\u3010\u81ea\u52d5\u3011** Claude API \u304c\u3001\u4e0d\u5099\u3054\u3068\u306e\u76f4\u3057\u65b9\u3068\u9001\u308a\u8fd4\u3059\u3082\u306e\u306e\u4e00\u89a7\u3001\u6848\u5185\u6587\u306e\u4e0b\u66f8\u304d\u3092JSON\u3067\u8fd4\u3059","**\u3010\u81ea\u52d5\u3011** \u76f4\u3057\u65b9\u306e\u4e00\u3064\u4e00\u3064\u306b\u4ed8\u3044\u305f\u898f\u5b9a\u306e\u756a\u53f7\u3068\u6587\u4f8b\u306e\u756a\u53f7\u304c\u3001\u5f15\u3044\u305f\u898f\u5b9a\u3068\u6587\u4f8b\u306b\u5b9f\u5728\u3059\u308b\u304b\u3092\u7167\u3089\u3059","**\u3010\u81ea\u52d5\u3011** \u7167\u3089\u3057\u306b\u901a\u3063\u305f\u3082\u306e\u3092\u78ba\u8a8d\u306e\u4e00\u89a7\u306b\u4e26\u3079\u3001\u901a\u3089\u306a\u304b\u3063\u305f\u3082\u306e\u306b\u5370\u3092\u4ed8\u3051\u308b","**\u3010\u4eba\u3011** \u6848\u5185\u306e\u62c5\u5f53\u304c\u7fcc\u671d\u3001\u4e0b\u66f8\u304d\u3092\u767b\u9332\u3055\u308c\u305f\u4e0d\u5099\u3068\u898f\u5b9a\u306b\u7167\u3089\u3057\u3066\u78ba\u304b\u3081\u3001\u76f4\u3059","**\u3010\u4eba\u3011** \u4e0a\u5e2d\u304c\u78ba\u8a8d\u306e\u4e00\u89a7\u3067\u627f\u8a8d\u3059\u308b","**\u3010\u81ea\u52d5\u3011** \u627f\u8a8d\u3055\u308c\u305f\u4e0b\u66f8\u304d\u3092\u5e33\u7968\u306e\u4ed5\u7d44\u307f\u306b\u6e21\u3057\u3001\u8a18\u53f7\u3092\u540d\u524d\u3068\u4f4f\u6240\u306b\u623b\u3057\u3066\u5dee\u3057\u8fbc\u3080","**\u3010\u4eba\u3011** \u8acb\u6c42\u66f8\u985e\u306e\u5199\u3057\u3092\u540c\u5c01\u3057\u3066\u9001\u308b"],"architecture":"```\n\u4fdd\u5168\u306e\u4e8b\u52d9\u30b7\u30b9\u30c6\u30e0\uff08\u4e0d\u5099\u30b3\u30fc\u30c9\u30fb\u4e0d\u5099\u306e\u7b87\u6240\u30fb\u62c5\u5f53\u306e\u30e1\u30e2\uff09\n   \u2502\u3010\u30c8\u30ea\u30ac\u30fc\u3011\u6bce\u65e517\u6642\u306e\u5b9a\u6642\u5b9f\u884c\n   \u25bc\nPython \u2500\u2500 \u305d\u306e\u65e5\u306e\u4e0d\u5099\u306e\u767b\u9332\u3092\u66f8\u304d\u51fa\u3059\n   \u251c\u2500\u2500\u25b6 \u4e8b\u52d9\u306e\u898f\u5b9a\uff08\u8acb\u6c42\u306e\u7a2e\u985e\u3054\u3068\u306e\u9805\u76ee\uff09\u3092\u5f15\u304f\n   \u251c\u2500\u2500\u25b6 \u627f\u8a8d\u6e08\u307f\u306e\u6587\u4f8b\u96c6\uff08\u4e0d\u5099\u30b3\u30fc\u30c9\u3054\u3068\u306e\u6587\u4f8b\uff09\u3092\u5f15\u304f\n   \u2514\u2500\u2500\u25b6 \u540d\u524d\u30fb\u4f4f\u6240\u30fb\u8a3c\u5238\u756a\u53f7\u3092\u8a18\u53f7\u306b\u7f6e\u304d\u63db\u3048\u308b\n   \u25bc\nClaude API\uff08\u69cb\u9020\u5316\u51fa\u529b\uff09\n   \u2502   \u4e0d\u5099\u3054\u3068\u306e\u76f4\u3057\u65b9\u3001\u9001\u308a\u8fd4\u3059\u3082\u306e\u3001\u6848\u5185\u6587\u306e\u4e0b\u66f8\u304d\n   \u2502   \u305d\u308c\u305e\u308c\u306b\u6839\u62e0\u306e\u898f\u5b9a\u756a\u53f7\u3068\u6587\u4f8b\u756a\u53f7\n   \u25bc\nPython \u2500\u2500 \u6839\u62e0\u306e\u756a\u53f7\u306e\u7167\u5408\uff0f\u767b\u9332\u3055\u308c\u305f\u4e0d\u5099\u304c\u3059\u3079\u3066\u5165\u3063\u3066\u3044\u308b\u304b\u306e\u7167\u5408\n   \u25bc\n\u78ba\u8a8d\u306e\u4e00\u89a7\uff08\u7167\u5408\u306e\u7d50\u679c\u306e\u5370\u3064\u304d\uff09\n   \u25bc\n\u3010\u6848\u5185\u306e\u62c5\u5f53\u304c\u78ba\u304b\u3081\u3066\u76f4\u3059\u3011\u2192\u3010\u4e0a\u5e2d\u304c\u627f\u8a8d\u3011\n   \u25bc\n\u5e33\u7968\u306e\u4ed5\u7d44\u307f \u2500\u2500 \u8a18\u53f7\u3092\u623b\u3057\u3066\u5dee\u3057\u8fbc\u307f \u2192 \u767a\u9001\n```\n\n| \u5f79\u5272 | \u60f3\u5b9a\u3059\u308b\u88fd\u54c1 | \u4ee3\u66ff\u5019\u88dc |\n|:--|:--|:--|\n| \u51e6\u7406 | Claude API\uff08\u69cb\u9020\u5316\u51fa\u529b\u3067\u6848\u5185\u6587\u306e\u4e0b\u66f8\u304d\u3068\u6839\u62e0\u306e\u756a\u53f7\u3092\u8fd4\u3059\uff09 | OpenAI API\u3001Gemini API\u3001Azure OpenAI\uff08Microsoft Foundry\uff09 |\n| \u9023\u643a | Python\uff08\u66f8\u304d\u51fa\u3057\u306e\u8aad\u307f\u8fbc\u307f\u3001\u898f\u5b9a\u3068\u6587\u4f8b\u306e\u5f15\u304d\u5f53\u3066\u3001\u8a18\u53f7\u5316\u3001\u6839\u62e0\u306e\u7167\u5408\uff09 | Microsoft Power Automate |\n| \u78ba\u8a8d\u306e\u4e00\u89a7 | \u793e\u5185\u306e\u5171\u6709\u306e\u8868\uff08\u62c5\u5f53\u3068\u4e0a\u5e2d\u3060\u3051\u304c\u958b\u3051\u308b\u5834\u6240\uff09 | \u4e8b\u52d9\u30b7\u30b9\u30c6\u30e0\u306e\u78ba\u8a8d\u306e\u753b\u9762 |\n| \u5dee\u3057\u8fbc\u307f | \u65e2\u5b58\u306e\u5e33\u7968\u306e\u4ed5\u7d44\u307f | \uff0d |\n\n**\u65b0\u3057\u304f\u8db3\u3059\u306e\u306f\u3001Python \u306e\u51e6\u7406\u3068 Claude API \u306e\u547c\u3073\u51fa\u3057\u3001\u78ba\u8a8d\u306e\u4e00\u89a7\u3060\u3051\u3067\u3059\u3002** \u4e8b\u52d9\u30b7\u30b9\u30c6\u30e0\u306b\u306f\u66f8\u304d\u8fbc\u307f\u307e\u305b\u3093\u3002**\u6848\u5185\u6587\u304c\u4e8b\u52d9\u30b7\u30b9\u30c6\u30e0\u3092\u7d4c\u7531\u305b\u305a\u306b\u5951\u7d04\u8005\u3078\u5c4a\u304f\u7d4c\u8def\u306f\u3042\u308a\u307e\u305b\u3093\u3002** \u5e33\u7968\u306e\u4ed5\u7d44\u307f\u306b\u6e21\u3059\u306e\u306f\u3001\u4e0a\u5e2d\u304c\u627f\u8a8d\u3057\u305f\u3082\u306e\u3060\u3051\u3067\u3059\u3002\n\n**Claude API \u306e\u69cb\u9020\u5316\u51fa\u529b\u3092\u4f7f\u3046\u306e\u306f\u3001\u6839\u62e0\u306e\u756a\u53f7\u3092\u5fc5\u305a\u8fd4\u3055\u305b\u308b\u305f\u3081\u3067\u3059\u3002** \u516c\u5f0f\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u306f\u3001`output_config.format` \u306b `type: \"json_schema\"` \u3068\u30b9\u30ad\u30fc\u30de\u3092\u6e21\u3059\u3068\u3001\u5fdc\u7b54\u304c\u305d\u306e\u30b9\u30ad\u30fc\u30de\u306b\u6cbf\u3063\u305fJSON\u306b\u306a\u308b\u3068\u3055\u308c\u3001**\u4e00\u822c\u63d0\u4f9b\uff08GA\uff09**\u3068\u66f8\u304b\u308c\u3066\u3044\u307e\u3059\u3002**\u6839\u62e0\u306e\u756a\u53f7\u306e\u6b04\u3092\u5fc5\u9808\u306b\u3057\u3066\u304a\u3051\u3070\u3001\u756a\u53f7\u306e\u7121\u3044\u76f4\u3057\u65b9\u306e\u6587\u306f\u8fd4\u3063\u3066\u304d\u307e\u305b\u3093\u3002** \u756a\u53f7\u304c\u5b9f\u5728\u3059\u308b\u304b\u306f\u3001\u5f8c\u6bb5\u306e Python \u3067\u7167\u3089\u3057\u307e\u3059\u3002\n\n**\u30b9\u30ad\u30fc\u30de\u306b\u306f\u4f7f\u3048\u306a\u3044\u66f8\u304d\u65b9\u304c\u3042\u308a\u307e\u3059\u3002** \u516c\u5f0f\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u306f\u3001`minimum` \u3084 `maximum` \u306a\u3069\u306e\u6570\u306e\u5236\u7d04\u3001`minLength` \u306a\u3069\u306e\u6587\u5b57\u5217\u306e\u5236\u7d04\u3001`additionalProperties` \u3092 `false` \u4ee5\u5916\u306b\u3059\u308b\u3053\u3068\u306b\u306f\u5bfe\u5fdc\u3057\u3066\u304a\u3089\u305a\u3001**\u5bfe\u5fdc\u3057\u306a\u3044\u66f8\u304d\u65b9\u306f400\u306e\u30a8\u30e9\u30fc\u306b\u306a\u308b**\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u6587\u5b57\u6570\u306e\u4e0a\u9650\u306e\u3088\u3046\u306a\u5236\u7d04\u306f\u3001Python \u306e\u5074\u3067\u78ba\u304b\u3081\u307e\u3059\u3002\n\n**AWS \u306e\u4e0a\u3067\u4f7f\u3046\u4f1a\u793e\u306f\u3001\u5bfe\u5fdc\u306e\u7bc4\u56f2\u3092\u5148\u306b\u78ba\u304b\u3081\u307e\u3059\u3002** \u540c\u3058\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u306f\u3001\u69cb\u9020\u5316\u51fa\u529b\u306f Claude API \u306e\u307b\u304b Google Cloud \u3084 Microsoft Foundry \u3067\u3082\u4e00\u822c\u63d0\u4f9b\u3067\u3059\u304c\u3001**Amazon Bedrock \u3067\u306f\u65e7\u6765\u306e\u7d71\u5408\u306e\u4e00\u90e8\u306e\u30e2\u30c7\u30eb\u306b\u9650\u3089\u308c\u308b**\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u4fdd\u967a\u4f1a\u793e\u306e\u57fa\u76e4\u304c AWS \u306e\u5834\u5408\u306f\u3001\u3069\u306e\u7d4c\u8def\u3067\u547c\u3076\u304b\u3067\u66f8\u304d\u65b9\u304c\u5909\u308f\u308a\u307e\u3059\u3002\n\n**\u53d7\u53d6\u4eba\u306e\u5909\u66f4\u306e\u6848\u5185\u3067\u3001\u3068\u304f\u306b\u4e01\u5be7\u306b\u66f8\u304f\u5fc5\u8981\u304c\u3042\u308b\u7406\u7531\u306f\u6cd5\u5f8b\u306b\u3042\u308a\u307e\u3059\u3002** \u4fdd\u967a\u6cd5\u7b2c43\u6761\u306f\u3001\u4fdd\u967a\u5951\u7d04\u8005\u306f\u4fdd\u967a\u4e8b\u6545\u304c\u767a\u751f\u3059\u308b\u307e\u3067\u306f\u4fdd\u967a\u91d1\u53d7\u53d6\u4eba\u3092\u5909\u66f4\u3067\u304d\u3001\u305d\u306e\u5909\u66f4\u306f\u4fdd\u967a\u8005\u306b\u5bfe\u3059\u308b\u610f\u601d\u8868\u793a\u306b\u3088\u3063\u3066\u3059\u308b\u3068\u5b9a\u3081\u3066\u3044\u307e\u3059\u3002**\u7b2c45\u6761\u306f\u3001\u6b7b\u4ea1\u4fdd\u967a\u5951\u7d04\u306e\u4fdd\u967a\u91d1\u53d7\u53d6\u4eba\u306e\u5909\u66f4\u306f\u3001\u88ab\u4fdd\u967a\u8005\u306e\u540c\u610f\u304c\u306a\u3051\u308c\u3070\u52b9\u529b\u3092\u751f\u3058\u306a\u3044\u3068\u5b9a\u3081\u3066\u3044\u307e\u3059\u3002** \u88ab\u4fdd\u967a\u8005\u306e\u540c\u610f\u306e\u7f72\u540d\u306e\u4e0d\u5099\u306f\u3001\u5f62\u5f0f\u306e\u4e0d\u5099\u3067\u306f\u306a\u304f\u3001**\u76f4\u3089\u306a\u3051\u308c\u3070\u5909\u66f4\u305d\u306e\u3082\u306e\u304c\u6210\u308a\u7acb\u305f\u306a\u3044\u4e0d\u5099**\u3067\u3059\u3002","implementation_steps":"### \u30c8\u30ea\u30ac\u30fc\n\n**\u6bce\u65e517\u6642\u306b\u3001\u305d\u306e\u65e5\u306b\u767b\u9332\u3055\u308c\u305f\u4e0d\u5099\u3092\u307e\u3068\u3081\u3066\u51e6\u7406\u3057\u307e\u3059\u3002** \u4e0d\u5099\u306e\u767b\u9332\u306e\u305f\u3073\u306b\u52d5\u304b\u3059\u3068\u3001\u4e8b\u52d9\u306e\u62c5\u5f53\u304c\u540c\u3058\u8acb\u6c42\u306b\u4e0d\u5099\u3092\u8db3\u3057\u3066\u3044\u308b\u9014\u4e2d\u3067\u4e0b\u66f8\u304d\u304c\u4f5c\u3089\u308c\u3001**\u5f8c\u304b\u3089\u8db3\u3057\u305f\u4e0d\u5099\u304c\u6848\u5185\u304b\u3089\u629c\u3051\u307e\u3059\u3002** \u305d\u306e\u65e5\u306e\u70b9\u691c\u304c\u7d42\u308f\u3063\u305f\u6642\u523b\u306b\u533a\u5207\u308a\u307e\u3059\u3002\n\n**\u4e0b\u66f8\u304d\u306f\u7fcc\u671d\u3001\u6848\u5185\u306e\u62c5\u5f53\u304c\u78ba\u304b\u3081\u307e\u3059\u3002** \u8acb\u6c42\u66f8\u985e\u306e\u5230\u7740\u304b\u3089\u6848\u5185\u306e\u767a\u9001\u307e\u3067\u306e\u65e5\u6570\u306f\u4f1a\u793e\u306e\u76ee\u6a19\u3067\u6c7a\u307e\u3063\u3066\u3044\u307e\u3059\u304c\u3001**1\u65e5\u306e\u305a\u308c\u3067\u76ee\u6a19\u3092\u5916\u308c\u308b\u5834\u5408\u306f\u3001\u663c\u306b\u3082\u30461\u56de\u52d5\u304b\u3059**\u3053\u3068\u306b\u3057\u307e\u3059\u3002\n\n**\u540c\u3058\u8acb\u6c42\u306b\u7fcc\u65e5\u4ee5\u964d\u306b\u4e0d\u5099\u304c\u8db3\u3055\u308c\u305f\u3089\u3001\u305d\u306e\u8acb\u6c42\u306f\u4f5c\u308a\u76f4\u3057\u307e\u3059\u3002** 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\u4e8b\u52d9\u30b7\u30b9\u30c6\u30e0\u306e\u66f8\u304d\u51fa\u3057 |\n| \u4e8b\u52d9\u306e\u898f\u5b9a | \u8acb\u6c42\u306e\u7a2e\u985e\u3054\u3068\u306e\u8981\u4ef6\u3001\u5fc5\u8981\u66f8\u985e\u3001\u7f72\u540d\u3059\u308b\u4eba\u3001\u5c4a\u51fa\u5370\u304c\u5206\u304b\u3089\u306a\u3044\u3068\u304d\u306e\u624b\u7d9a\u304d\u3002**\u9805\u76ee\u3054\u3068\u306e\u756a\u53f7** | \u898f\u5b9a\u306e\u6587\u66f8\uff08\u9805\u76ee\u3054\u3068\u306b\u5206\u3051\u3066\u4fdd\u5b58\uff09 |\n| \u627f\u8a8d\u6e08\u307f\u306e\u6587\u4f8b | \u4e0d\u5099\u30b3\u30fc\u30c9\u3054\u3068\u306e\u6587\u4f8b\u3002**\u6587\u4f8b\u306e\u756a\u53f7** \u3068\u627f\u8a8d\u3057\u305f\u65e5 | \u6587\u4f8b\u96c6 |\n| \u8868\u8a18\u306e\u6c7a\u307e\u308a | \u656c\u79f0\u3001\u66f8\u985e\u540d\u306e\u66f8\u304d\u65b9\u3001\u8fd4\u9001\u306e\u671f\u9650\u306e\u66f8\u304d\u65b9 | \u90e8\u7f72\u306e\u6c7a\u307e\u308a |\n\n**\u8cea\u3092\u6c7a\u3081\u308b\u306e\u306f\u3001\u898f\u5b9a\u3092\u9805\u76ee\u3054\u3068\u306b\u756a\u53f7\u3064\u304d\u3067\u5206\u3051\u3066\u304a\u304f\u3053\u3068\u3067\u3059\u3002** \u898f\u5b9a\u306e\u6587\u66f8\u3092\u4e38\u3054\u3068\u6e21\u3059\u3068\u3001AI\u306f\u3069\u306e\u9805\u76ee\u306b\u57fa\u3065\u3044\u3066\u66f8\u3044\u305f\u304b\u3092\u7b54\u3048\u3089\u308c\u307e\u305b\u3093\u3002**\u300c\u53d7\u53d6\u4eba\u5909\u66f4 4-2 \u88ab\u4fdd\u967a\u8005\u304c\u672a\u6210\u5e74\u306e\u5834\u5408\u306e\u540c\u610f\u300d\u306e\u3088\u3046\u306b\u3001\u9805\u76ee\u306b\u756a\u53f7\u3068\u898b\u51fa\u3057\u3092\u4ed8\u3051\u3066\u5206\u3051\u3066\u4fdd\u5b58\u3057\u307e\u3059\u3002** \u8acb\u6c42\u306e\u7a2e\u985e\u3068\u4e0d\u5099\u30b3\u30fc\u30c9\u304b\u3089\u3001\u95a2\u4fc2\u3059\u308b\u9805\u76ee\u3060\u3051\u3092\u5f15\u3044\u3066\u6e21\u3057\u307e\u3059\u3002\n\n**\u5951\u7d04\u306e\u60c5\u5831\u306f\u3001\u76f4\u3057\u65b9\u3092\u9078\u3076\u6750\u6599\u3067\u3059\u3002** \u540c\u3058\u300c\u88ab\u4fdd\u967a\u8005\u306e\u540c\u610f\u306e\u7f72\u540d\u304c\u7121\u3044\u300d\u3067\u3082\u3001\u88ab\u4fdd\u967a\u8005\u304c\u5951\u7d04\u8005\u672c\u4eba\u306a\u3089\u5951\u7d04\u8005\u304c\u7f72\u540d\u3057\u3001\u672a\u6210\u5e74\u306a\u3089\u898f\u5b9a\u306b\u5b9a\u3081\u305f\u4eba\u304c\u7f72\u540d\u3057\u307e\u3059\u3002**\u7d9a\u67c4\u3068\u5e74\u9f62\u533a\u5206\u304c\u7121\u3044\u3068\u3001AI\u306f\u4e00\u822c\u7684\u306a\u66f8\u304d\u65b9\u3057\u304b\u3067\u304d\u307e\u305b\u3093\u3002**\n\n**\u62c5\u5f53\u306e\u30e1\u30e2\u306f\u3001\u898f\u5b9a\u306b\u306a\u3044\u4e8b\u60c5\u3092\u4f1d\u3048\u308b\u6b04\u3067\u3059\u3002** \u300c\u5951\u7d04\u8005\u306f\u5165\u9662\u4e2d\u306e\u305f\u3081\u4ee3\u7b46\u306e\u7533\u51fa\u3042\u308a\u300d\u306e\u3088\u3046\u306a\u30e1\u30e2\u304c\u3042\u308c\u3070\u3001**AI\u306f\u4ee3\u7b46\u306e\u624b\u7d9a\u304d\u306e\u898f\u5b9a\u9805\u76ee\u3092\u5f15\u304f\u3088\u3046\u6c42\u3081\u307e\u3059\u3002** \u5f15\u3051\u306a\u304b\u3063\u305f\u5834\u5408\u306f\u3001\u78ba\u8a8d\u304c\u8981\u308b\u70b9\u3068\u3057\u3066\u51fa\u3055\u305b\u307e\u3059\u3002\n\n### \u30c7\u30fc\u30bf\u306e\u53d6\u5f97\u65b9\u6cd5\n\n| \u53d6\u308b\u3082\u306e | \u3069\u3053\u304b\u3089 | \u4f55\u306b\u4f7f\u3046\u304b |\n|:--|:--|:--|\n| \u305d\u306e\u65e5\u306e\u4e0d\u5099\u306e\u767b\u9332 | \u4e8b\u52d9\u30b7\u30b9\u30c6\u30e0\u306e\u65e5\u6b21\u306e\u66f8\u304d\u51fa\u3057\uff08CSV\uff09 | \u6848\u5185\u3059\u308b\u4e0d\u5099\u306e\u4e00\u89a7 |\n| \u5951\u7d04\u306e\u60c5\u5831 | \u540c\u3058\u66f8\u304d\u51fa\u3057\u306e\u5951\u7d04\u306e\u6b04 | \u76f4\u3057\u65b9\u306e\u9078\u3073\u5206\u3051 |\n| \u898f\u5b9a\u306e\u9805\u76ee | \u9805\u76ee\u3054\u3068\u306b\u4fdd\u5b58\u3057\u305f\u898f\u5b9a\u306e\u30d5\u30a1\u30a4\u30eb | \u76f4\u3057\u65b9\u3068\u5fc5\u8981\u66f8\u985e\u306e\u6839\u62e0 |\n| \u6587\u4f8b | \u6587\u4f8b\u96c6\u306e\u30d5\u30a1\u30a4\u30eb\uff08\u756a\u53f7\u3064\u304d\uff09 | \u6848\u5185\u6587\u306e\u8a00\u3044\u56de\u3057\u306e\u6839\u62e0 |\n| \u4e0d\u5099\u30b3\u30fc\u30c9\u3068\u898f\u5b9a\u9805\u76ee\u306e\u5bfe\u5fdc\u8868 | \u90e8\u7f72\u3067\u4f5c\u308b\u5bfe\u5fdc\u8868 | \u5f15\u304f\u9805\u76ee\u3092\u6c7a\u3081\u308b |\n\n**\u4e8b\u52d9\u30b7\u30b9\u30c6\u30e0\u304b\u3089\u306f\u66f8\u304d\u51fa\u3057\u306e\u30d5\u30a1\u30a4\u30eb\u3092\u8aad\u3080\u3060\u3051\u3067\u3059\u3002** 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1\u3064\u306e\u4e0d\u5099\u30b3\u30fc\u30c9\u306b\u3001\u898f\u5b9a\u306e\u9805\u76ee\u304c2\u301c3\u3064\u5bfe\u5fdc\u3057\u307e\u3059\u3002\u300c\u88ab\u4fdd\u967a\u8005\u540c\u610f\u6b04\u306e\u8a18\u5165\u6f0f\u308c\u300d\u306a\u3089\u3001\u540c\u610f\u306e\u8981\u4ef6\u3001\u7f72\u540d\u3059\u308b\u4eba\u3001\u672a\u6210\u5e74\u306e\u5834\u5408\u306e3\u9805\u76ee\u3067\u3059\u3002**\u5bfe\u5fdc\u8868\u3092\u4f5c\u308b\u4f5c\u696d\u305d\u306e\u3082\u306e\u304c\u3001\u898f\u5b9a\u3068\u6587\u4f8b\u306e\u98df\u3044\u9055\u3044\u3092\u898b\u3064\u3051\u308b\u6a5f\u4f1a\u306b\u306a\u308a\u307e\u3059\u3002**\n\n### \u524d\u51e6\u7406\n\n1. **\u8acb\u6c42\u3054\u3068\u306b\u307e\u3068\u3081\u308b** \u2026 \u4e0d\u5099\u306e\u767b\u9332\u3092\u8acb\u6c42\u756a\u53f7\u3067\u307e\u3068\u3081\u30011\u8acb\u6c421\u901a\u306e\u5358\u4f4d\u306b\u3057\u307e\u3059\n2. **\u524d\u56de\u306e\u66f8\u304d\u51fa\u3057\u3068\u6bd4\u3079\u308b** \u2026 \u540c\u3058\u8acb\u6c42\u306e\u4e0d\u5099\u306e\u6570\u304c\u5897\u3048\u3066\u3044\u308c\u3070\u3001\u4f5c\u308a\u76f4\u3057\u306e\u5370\u3092\u4ed8\u3051\u307e\u3059\n3. **\u540d\u524d\u30fb\u4f4f\u6240\u30fb\u8a3c\u5238\u756a\u53f7\u3092\u8a18\u53f7\u306b\u7f6e\u304d\u63db\u3048\u308b** \u2026 \u5951\u7d04\u8005\u306f\u300c\u5951\u7d04\u8005\u300d\u3001\u88ab\u4fdd\u967a\u8005\u306f\u300c\u88ab\u4fdd\u967a\u8005\u300d\u3001\u53d7\u53d6\u4eba\u306f\u300c\u65b0\u53d7\u53d6\u4eba\u300d\u300c\u65e7\u53d7\u53d6\u4eba\u300d\u306b\u7f6e\u304d\u63db\u3048\u307e\u3059\u3002**AI\u306b\u306f\u540d\u524d\u3092\u6e21\u3057\u307e\u305b\u3093**\n4. **\u898f\u5b9a\u306e\u9805\u76ee\u3068\u6587\u4f8b\u3092\u5f15\u304f** \u2026 \u5bfe\u5fdc\u8868\u304b\u3089\u3001\u4e0d\u5099\u30b3\u30fc\u30c9\u3054\u3068\u306e\u898f\u5b9a\u9805\u76ee\u3068\u6587\u4f8b\u3092\u5f15\u304d\u307e\u3059\u3002**\u5bfe\u5fdc\u8868\u306b\u7121\u3044\u4e0d\u5099\u30b3\u30fc\u30c9\u306fAI\u306b\u6e21\u3055\u305a\u3001\u4eba\u306b\u56de\u3057\u307e\u3059**\n5. **\u62c5\u5f53\u306e\u30e1\u30e2\u306e\u500b\u4eba\u306e\u60c5\u5831\u3092\u6d88\u3059** \u2026 \u30e1\u30e2\u306b\u540d\u524d\u3084\u96fb\u8a71\u756a\u53f7\u304c\u66f8\u304b\u308c\u3066\u3044\u308c\u3070\u3001\u8a18\u53f7\u306b\u7f6e\u304d\u63db\u3048\u307e\u3059\u3002**\u75c5\u540d\u306a\u3069\u306e\u5065\u5eb7\u306e\u60c5\u5831\u304c\u66f8\u304b\u308c\u3066\u3044\u308c\u3070\u3001\u305d\u306e\u8acb\u6c42\u306fAI\u306b\u6e21\u3057\u307e\u305b\u3093**\n\n**5\u756a\u76ee\u3092\u7701\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u62c5\u5f53\u306e\u30e1\u30e2\u306f\u81ea\u7531\u8a18\u8ff0\u3067\u3001\u4ee3\u7b46\u306e\u7406\u7531\u3068\u3057\u3066\u75c5\u540d\u3084\u5165\u9662\u5148\u304c\u66f8\u304b\u308c\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002**\u6848\u5185\u6587\u306b\u8981\u308b\u306e\u306f\u300c\u4ee3\u7b46\u306e\u7533\u51fa\u304c\u3042\u308b\u300d\u3068\u3044\u3046\u4e8b\u5b9f\u3060\u3051\u3067\u3059\u3002**\n\n### AI\u306b\u4f55\u3092\u3055\u305b\u308b\u306e\u304b\n\n**\u3055\u305b\u308b\u306e\u306f\u3001\u4e0d\u5099\u3054\u3068\u306b\u76f4\u3057\u65b9\u3068\u9001\u308a\u8fd4\u3059\u3082\u306e\u3092\u898f\u5b9a\u3068\u6587\u4f8b\u306b\u6cbf\u3063\u3066\u66f8\u304d\u30011\u901a\u306e\u6848\u5185\u6587\u306b\u7d44\u307f\u7acb\u3066\u308b\u3053\u3068\u3060\u3051\u3067\u3059\u3002**\n\n| \u3055\u305b\u308b\u3053\u3068 | \u4e2d\u8eab | \u6839\u62e0\u306b\u4ed8\u3051\u308b\u3082\u306e |\n|:--|:--|:--|\n| \u4e0d\u5099\u3054\u3068\u306e\u7b87\u6240\u306e\u8aac\u660e | \u3069\u306e\u66f8\u985e\u306e\u3001\u3069\u306e\u6b04\u304b\u3092\u5951\u7d04\u8005\u306e\u8a00\u8449\u3067\u66f8\u304f | \u4e0d\u5099\u306e\u767b\u9332\u306e\u7b87\u6240 |\n| \u4e0d\u5099\u3054\u3068\u306e\u76f4\u3057\u65b9 | \u8ab0\u304c\u3001\u4f55\u3092\u3001\u3069\u3046\u66f8\u304f\uff08\u62bc\u3059\uff09\u304b | \u898f\u5b9a\u306e\u9805\u76ee\u756a\u53f7 |\n| \u9001\u308a\u8fd4\u3059\u3082\u306e\u306e\u4e00\u89a7 | \u66f8\u985e\u540d\u3068\u3001\u8a18\u5165\u3057\u305f\u66f8\u985e\u304b\u65b0\u3057\u304f\u53d6\u308b\u66f8\u985e\u304b | \u898f\u5b9a\u306e\u9805\u76ee\u756a\u53f7 |\n| \u6848\u5185\u6587\u306e\u7d44\u307f\u7acb\u3066 | \u91cd\u306a\u308b\u8aac\u660e\u3092\u307e\u3068\u3081\u3001\u4e0d\u5099\u306e\u9806\u306b\u4e26\u3079\u308b | \u6587\u4f8b\u306e\u756a\u53f7 |\n| \u78ba\u8a8d\u304c\u8981\u308b\u70b9 | \u898f\u5b9a\u306e\u9805\u76ee\u304c\u5f15\u3051\u306a\u3044\u3001\u30e1\u30e2\u3068\u4e0d\u5099\u30b3\u30fc\u30c9\u304c\u5408\u308f\u306a\u3044 | \uff0d |\n\n| \u3055\u305b\u306a\u3044\u3053\u3068 | \u7406\u7531 |\n|:--|:--|\n| \u898f\u5b9a\u306b\u7121\u3044\u66f8\u985e\u3084\u624b\u7d9a\u304d\u3092\u6c42\u3081\u308b | \u5951\u7d04\u8005\u306b\u4f59\u8a08\u306a\u624b\u9593\u3092\u304b\u3051\u3001\u4f1a\u793e\u306e\u53d6\u6271\u3044\u3068\u98df\u3044\u9055\u3046 |\n| \u898f\u5b9a\u3088\u308a\u7de9\u3044\u76f4\u3057\u65b9\u3092\u66f8\u304f | \u76f4\u3057\u305f\u66f8\u985e\u304c\u307e\u305f\u4e0d\u5099\u306b\u306a\u308b |\n| \u5909\u66f4\u306e\u52b9\u529b\u3084\u6642\u671f\u306b\u3064\u3044\u3066\u66f8\u304f | \u4f1a\u793e\u3068\u3057\u3066\u6c7a\u307e\u3063\u305f\u8a00\u3044\u65b9\u3067\u4f1d\u3048\u308b\u4e8b\u67c4 |\n| \u8fd4\u9001\u306e\u671f\u9650\u3092\u8a08\u7b97\u3059\u308b | \u671f\u9650\u306f\u90e8\u7f72\u306e\u6c7a\u307e\u308a\u3067 Python \u304c\u5165\u308c\u308b |\n| \u4e0d\u5099\u304b\u3069\u3046\u304b\u306e\u5224\u65ad\u306e\u3084\u308a\u76f4\u3057 | \u4e0d\u5099\u306f\u4e8b\u52d9\u306e\u62c5\u5f53\u304c\u767b\u9332\u3057\u305f\u3082\u306e\u3002AI\u306f\u6848\u5185\u3092\u66f8\u304f\u3060\u3051 |\n\n**1\u884c\u76ee\u304c\u3044\u3061\u3070\u3093\u8d77\u304d\u3084\u3059\u3044\u5931\u6557\u3067\u3059\u3002** AI\u306f\u89aa\u5207\u306b\u300c\u5ff5\u306e\u305f\u3081\u672c\u4eba\u78ba\u8a8d\u66f8\u985e\u306e\u5199\u3057\u3082\u304a\u9001\u308a\u304f\u3060\u3055\u3044\u300d\u3068\u66f8\u304d\u8db3\u3057\u307e\u3059\u3002**\u898f\u5b9a\u3067\u6c42\u3081\u3066\u3044\u306a\u3044\u66f8\u985e\u3092\u6c42\u3081\u308c\u3070\u3001\u5951\u7d04\u8005\u306f\u53d6\u308a\u306b\u884c\u304f\u624b\u9593\u3092\u304b\u3051\u3001\u5c4a\u3044\u305f\u66f8\u985e\u3092\u4f1a\u793e\u306f\u6271\u3044\u306b\u56f0\u308a\u307e\u3059\u3002** \u9001\u308a\u8fd4\u3059\u3082\u306e\u306f\u3001\u3059\u3079\u3066\u898f\u5b9a\u306e\u9805\u76ee\u756a\u53f7\u306b\u7d50\u3073\u4ed8\u3051\u3055\u305b\u307e\u3059\u3002\n\n### \u30d7\u30ed\u30f3\u30d7\u30c8\u307e\u305f\u306f\u6307\u793a\u5185\u5bb9\u306e\u4f8b\n\n```\n\u3042\u306a\u305f\u306f\u751f\u547d\u4fdd\u967a\u4f1a\u793e\u306e\u4fdd\u5168\u306e\u4e8b\u52d9\u3067\u3001\u5951\u7d04\u8005\u306b\u9001\u308b\u4e0d\u5099\u306e\u6848\u5185\u6587\u306e\u4e0b\u66f8\u304d\u3092\u4f5c\u308b\u62c5\u5f53\u3067\u3059\u3002\n\u6e21\u3055\u308c\u305f\u4e0d\u5099\u306e\u767b\u9332\u3001\u5951\u7d04\u306e\u60c5\u5831\u3001\u4e8b\u52d9\u306e\u898f\u5b9a\u306e\u9805\u76ee\u3001\u627f\u8a8d\u6e08\u307f\u306e\u6587\u4f8b\u3060\u3051\u3092\u4f7f\u3063\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u4f5c\u308b\u3082\u306e\u3011\n1. \u4e0d\u5099\u3054\u3068\u306b\uff1a\u7b87\u6240\u306e\u8aac\u660e\u3001\u76f4\u3057\u65b9\u3001\u9001\u308a\u8fd4\u3059\u3082\u306e\n2. \u9001\u308a\u8fd4\u3059\u3082\u306e\u306e\u4e00\u89a7\uff08\u91cd\u8907\u3092\u307e\u3068\u3081\u308b\uff09\n3. \u6848\u5185\u6587\u306e\u672c\u6587\u306e\u4e0b\u66f8\u304d\uff08\u6587\u4f8b\u306e\u8a00\u3044\u56de\u3057\u3092\u4f7f\u3044\u3001\u91cd\u306a\u308b\u8aac\u660e\u3092\u307e\u3068\u3081\u308b\uff09\n\n\u3010\u53b3\u5b88\u4e8b\u9805\u3011\n- \u76f4\u3057\u65b9\u3068\u9001\u308a\u8fd4\u3059\u3082\u306e\u306e\u4e00\u3064\u4e00\u3064\u306b\u3001\u6839\u62e0\u306b\u3057\u305f\u898f\u5b9a\u306e\u9805\u76ee\u756a\u53f7\u3092\u4ed8\u3051\u3066\u304f\u3060\u3055\u3044\u3002\n  \u6e21\u3055\u308c\u305f\u898f\u5b9a\u306e\u9805\u76ee\u306b\u7121\u3044\u3053\u3068\u306f\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u6848\u5185\u6587\u306e\u6bb5\u843d\u3054\u3068\u306b\u3001\u4f7f\u3063\u305f\u6587\u4f8b\u306e\u756a\u53f7\u3092\u4ed8\u3051\u3066\u304f\u3060\u3055\u3044\u3002\n  \u6587\u4f8b\u306b\u7121\u3044\u8a00\u3044\u56de\u3057\u3092\u8db3\u3059\u3068\u304d\u306f\u3001\u305d\u306e\u6bb5\u843d\u306e\u6587\u4f8b\u756a\u53f7\u3092\u300c\u306a\u3057\u300d\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n- \u898f\u5b9a\u3067\u6c42\u3081\u3066\u3044\u306a\u3044\u66f8\u985e\u30fb\u624b\u7d9a\u304d\u3092\u6c42\u3081\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n  \u300c\u5ff5\u306e\u305f\u3081\u300d\u300c\u3042\u308f\u305b\u3066\u300d\u3068\u3057\u3066\u66f8\u985e\u3092\u8db3\u3055\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u8ab0\u304c\u7f72\u540d\u30fb\u62bc\u5370\u3059\u308b\u304b\u306f\u3001\u5951\u7d04\u306e\u60c5\u5831\u306e\u7d9a\u67c4\u3068\u5e74\u9f62\u533a\u5206\u3068\u3001\u898f\u5b9a\u306e\u9805\u76ee\u3067\u6c7a\u3081\u3066\u304f\u3060\u3055\u3044\u3002\n  \u6c7a\u3081\u3089\u308c\u306a\u3044\u3068\u304d\u306f\u3001\u76f4\u3057\u65b9\u3092\u66f8\u304b\u305a\u306b\u78ba\u8a8d\u304c\u8981\u308b\u70b9\u306b\u6319\u3052\u3066\u304f\u3060\u3055\u3044\u3002\n- \u5909\u66f4\u304c\u3044\u3064\u6709\u52b9\u306b\u306a\u308b\u304b\u3001\u4e0d\u5099\u306e\u307e\u307e\u3060\u3068\u3069\u3046\u306a\u308b\u304b\u3092\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u8fd4\u9001\u306e\u671f\u9650\u306f\u66f8\u304b\u305a\u3001\u672c\u6587\u306e\u8a72\u5f53\u7b87\u6240\u306b {\u8fd4\u9001\u671f\u9650} \u3068\u3060\u3051\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n- \u540d\u524d\u30fb\u4f4f\u6240\u30fb\u8a3c\u5238\u756a\u53f7\u306f\u8a18\u53f7\u306e\u307e\u307e\u4f7f\u3063\u3066\u304f\u3060\u3055\u3044\u3002\u63a8\u6e2c\u3067\u88dc\u308f\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u6e21\u3055\u308c\u305f\u4e0d\u5099\u3092\u3059\u3079\u3066\u6848\u5185\u306b\u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002\u4e0d\u5099\u3092\u307e\u3068\u3081\u30661\u3064\u306b\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u62c5\u5f53\u306e\u30e1\u30e2\u306b\u3001\u898f\u5b9a\u306e\u9805\u76ee\u304c\u6e21\u3055\u308c\u3066\u3044\u306a\u3044\u4e8b\u60c5\u304c\u66f8\u304b\u308c\u3066\u3044\u305f\u3089\u3001\u78ba\u8a8d\u304c\u8981\u308b\u70b9\u306b\u6319\u3052\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u8acb\u6c42\u306e\u7a2e\u985e\u3011{request_type}\n\u3010\u4e0d\u5099\u306e\u767b\u9332\u3011{deficiencies}\n\u3010\u5951\u7d04\u306e\u60c5\u5831\u3011{policy_info}\n\u3010\u4e8b\u52d9\u306e\u898f\u5b9a\u306e\u9805\u76ee\u3011{rule_items}\n\u3010\u627f\u8a8d\u6e08\u307f\u306e\u6587\u4f8b\u3011{templates}\n```\n\n**\u300c\u5ff5\u306e\u305f\u3081\u300d\u300c\u3042\u308f\u305b\u3066\u300d\u3092\u540d\u6307\u3057\u3067\u7981\u3058\u3066\u3044\u308b\u306e\u306f\u3001AI\u304c\u66f8\u985e\u3092\u8db3\u3059\u3068\u304d\u306e\u8a00\u3044\u65b9\u304c\u307b\u307c\u3053\u306e2\u3064\u3060\u304b\u3089\u3067\u3059\u3002** \u300c\u898f\u5b9a\u306b\u7121\u3044\u66f8\u985e\u3092\u6c42\u3081\u306a\u3044\u300d\u3060\u3051\u3060\u3068\u3001**AI\u306f\u89aa\u5207\u306e\u3064\u3082\u308a\u3067\u8db3\u3059\u306e\u3067\u3001\u81ea\u5206\u3067\u306f\u898f\u5b9a\u306b\u7121\u3044\u3053\u3068\u3092\u66f8\u3044\u305f\u3068\u601d\u3063\u3066\u3044\u307e\u305b\u3093\u3002** \u8a00\u3044\u65b9\u3092\u540d\u6307\u3057\u3059\u308b\u3068\u6b62\u307e\u308a\u307e\u3059\u3002\n\n**\u300c\u4e0d\u5099\u3092\u307e\u3068\u3081\u30661\u3064\u306b\u3057\u306a\u3044\u300d\u3082\u5916\u305b\u307e\u305b\u3093\u3002** \u540c\u3058\u66f8\u985e\u306e\u5225\u306e\u6b04\u306e\u4e0d\u5099\u3092\u3001AI\u306f\u300c\u3054\u8a18\u5165\u5185\u5bb9\u306b\u4e0d\u8db3\u304c\u3054\u3056\u3044\u307e\u3059\u300d\u30681\u3064\u306b\u307e\u3068\u3081\u307e\u3059\u3002**\u307e\u3068\u3081\u308b\u3068\u3001\u5951\u7d04\u8005\u306f1\u3064\u76f4\u3057\u3066\u9001\u308a\u8fd4\u3057\u3001\u6b8b\u308a\u304c\u307e\u305f\u4e0d\u5099\u306b\u306a\u308a\u307e\u3059\u3002**\n\n### \u51fa\u529b\u5f62\u5f0f\n\n**\u6b21\u306e\u5f62\u306eJSON\u3067\u53d7\u3051\u53d6\u308a\u307e\u3059\u3002** \u69cb\u9020\u5316\u51fa\u529b\u306e\u30b9\u30ad\u30fc\u30de\u3067\u3001\u3059\u3079\u3066\u306e\u6b04\u3092\u5fc5\u9808\u306b\u3057\u307e\u3059\u3002\n\n```json\n{\n  \"request_no\": \"\",\n  \"request_type\": \"beneficiary_change | owner_change | address_change\",\n  \"items\": [\n    {\n      \"deficiency_code\": \"\",\n      \"where\": \"\",\n      \"how_to_fix\": \"\",\n      \"who_signs\": \"\u5951\u7d04\u8005 | \u88ab\u4fdd\u967a\u8005 | \u65b0\u5951\u7d04\u8005 | \u898f\u5b9a\u3067\u5b9a\u3081\u308b\u8005 | \u672a\u78ba\u5b9a\",\n      \"return_items\": [\"\"],\n      \"rule_refs\": [\"\"],\n      \"template_ref\": \"\"\n    }\n  ],\n  \"return_list\": [{ \"item\": \"\", \"rule_refs\": [\"\"] }],\n  \"letter_paragraphs\": [{ \"text\": \"\", \"template_ref\": \"\" }],\n  \"needs_check\": [{ \"reason\": \"\", \"detail\": \"\" }]\n}\n```\n\n**1\u3064\u76ee\u306e\u7406\u7531\u306f\u3001\u6839\u62e0\u306e\u756a\u53f7\u3092\u5f8c\u6bb5\u3067\u6a5f\u68b0\u7684\u306b\u7167\u3089\u305b\u308b\u3053\u3068\u3067\u3059\u3002** Python \u306f `rule_refs` \u306e\u756a\u53f7\u304c\u3001\u305d\u306e\u8acb\u6c42\u306e\u305f\u3081\u306b\u5f15\u3044\u305f\u898f\u5b9a\u306e\u9805\u76ee\u306b\u5165\u3063\u3066\u3044\u308b\u304b\u3092\u7167\u3089\u3057\u307e\u3059\u3002**\u5165\u3063\u3066\u3044\u306a\u3051\u308c\u3070\u3001\u305d\u306e\u76f4\u3057\u65b9\u306b\u300c\u6839\u62e0\u306a\u3057\u300d\u306e\u5370\u3092\u4ed8\u3051\u307e\u3059\u3002** AI\u306b\u300c\u6839\u62e0\u3092\u4ed8\u3051\u3066\u300d\u3068\u983c\u3080\u3060\u3051\u3067\u306a\u304f\u3001\u4ed8\u3051\u305f\u6839\u62e0\u304c\u6e21\u3057\u305f\u3082\u306e\u306e\u4e2d\u306b\u3042\u308b\u304b\u307e\u3067\u898b\u307e\u3059\u3002\n\n**2\u3064\u76ee\u306f\u3001\u767b\u9332\u3057\u305f\u4e0d\u5099\u304c\u6f0f\u308c\u3066\u3044\u306a\u3044\u304b\u3092\u7167\u3089\u305b\u308b\u3053\u3068\u3067\u3059\u3002** `items` \u306e `deficiency_code` \u3092\u4e0d\u5099\u306e\u767b\u9332\u3068\u7a81\u304d\u5408\u308f\u305b\u3001**\u6570\u304c\u5408\u308f\u306a\u3051\u308c\u3070\u300c\u6f0f\u308c\u300d\u306e\u5370\u3092\u4ed8\u3051\u307e\u3059\u3002** AI\u304c2\u3064\u306e\u4e0d\u5099\u30921\u3064\u306b\u307e\u3068\u3081\u305f\u3068\u304d\u3082\u3001\u3053\u3053\u3067\u5206\u304b\u308a\u307e\u3059\u3002\n\n**3\u3064\u76ee\u306f\u3001`letter_paragraphs` \u306e `template_ref` \u304c\u300c\u306a\u3057\u300d\u306e\u6bb5\u843d\u3092\u6570\u3048\u3089\u308c\u308b\u3053\u3068\u3067\u3059\u3002** \u6587\u4f8b\u306b\u7121\u3044\u8a00\u3044\u56de\u3057\u306e\u6bb5\u843d\u306f\u3001**\u4e0a\u5e2d\u306e\u78ba\u8a8d\u306e\u5bfe\u8c61\u3068\u3057\u3066\u8272\u3092\u4ed8\u3051\u3066\u4e00\u89a7\u306b\u51fa\u3057\u307e\u3059\u3002** \u6587\u4f8b\u306e\u7bc4\u56f2\u3067\u66f8\u3051\u3066\u3044\u308b\u6848\u5185\u306f\u3001\u4e0a\u5e2d\u306f\u8981\u70b9\u3060\u3051\u3092\u898b\u3066\u627f\u8a8d\u3067\u304d\u307e\u3059\u3002\n\n| \u7167\u5408 | \u5370 | \u62c5\u5f53\u306e\u6271\u3044 |\n|:--|:--|:--|\n| `rule_refs` \u304c\u5f15\u3044\u305f\u898f\u5b9a\u306b\u7121\u3044 | \u6839\u62e0\u306a\u3057 | \u305d\u306e\u76f4\u3057\u65b9\u3092\u898f\u5b9a\u3067\u78ba\u304b\u3081\u3066\u66f8\u304d\u76f4\u3059 |\n| \u4e0d\u5099\u306e\u6570\u304c\u5408\u308f\u306a\u3044 | \u6f0f\u308c | \u767b\u9332\u3092\u898b\u3066\u8db3\u3059 |\n| `who_signs` \u304c\u300c\u672a\u78ba\u5b9a\u300d | \u8981\u78ba\u8a8d | \u898f\u5b9a\u3068\u5951\u7d04\u306e\u60c5\u5831\u3067\u6c7a\u3081\u308b |\n| `template_ref` \u304c\u300c\u306a\u3057\u300d\u306e\u6bb5\u843d | \u6587\u4f8b\u5916 | \u4e0a\u5e2d\u304c\u6587\u9762\u3092\u78ba\u304b\u3081\u308b |\n| `needs_check` \u304c\u3042\u308b | \u8981\u78ba\u8a8d | \u4e2d\u8eab\u3092\u898b\u3066\u5224\u65ad\u3059\u308b |\n\n**`{\u8fd4\u9001\u671f\u9650}` \u306f Python \u304c\u90e8\u7f72\u306e\u6c7a\u307e\u308a\u3067\u5165\u308c\u307e\u3059\u3002** \u671f\u9650\u306e\u65e5\u4ed8\u3092AI\u306b\u8a08\u7b97\u3055\u305b\u308b\u3068\u3001\u571f\u65e5\u3084\u5e74\u672b\u5e74\u59cb\u306e\u6271\u3044\u304c\u305a\u308c\u307e\u3059\u3002\n\n**\u53d7\u53d6\u4eba\u306e\u5909\u66f4\u3067\u4e0d\u5099\u304c2\u3064\u3042\u3063\u305f\u8acb\u6c42\u306e\u4e0b\u66f8\u304d\u306f\u3001\u78ba\u8a8d\u306e\u4e00\u89a7\u3067\u6b21\u306e\u3088\u3046\u306b\u898b\u3048\u307e\u3059\u3002**\n\n```\n\u3010\u8acb\u6c42\u3011\u53d7\u53d6\u4eba\u5909\u66f4\u3000\u4e0d\u50992\u4ef6\u3000\u5370\uff1a\u8981\u78ba\u8a8d1\n\u3010\u4e0d\u50991\u3011\u88ab\u4fdd\u967a\u8005\u540c\u610f\u6b04\u306e\u7f72\u540d\u306a\u3057\n  \u7b87\u6240\uff1a\u53d7\u53d6\u4eba\u5909\u66f4\u8acb\u6c42\u66f8\u30002\u679a\u76ee\u300c\u88ab\u4fdd\u967a\u8005\u306e\u540c\u610f\u300d\u6b04\n  \u76f4\u3057\u65b9\uff1a\u88ab\u4fdd\u967a\u8005\u3055\u307e\u3054\u672c\u4eba\u304c\u3001\u540c\u610f\u6b04\u306b\u3054\u7f72\u540d\u304f\u3060\u3055\u3044\uff08\u898f\u5b9a \u53d7\u53d6\u4eba\u5909\u66f44-1\uff09\n  \u7f72\u540d\u3059\u308b\u4eba\uff1a\u88ab\u4fdd\u967a\u8005\n\u3010\u4e0d\u50992\u3011\u65b0\u53d7\u53d6\u4eba\u306e\u7d9a\u67c4\u304c\u7a7a\u6b04\n  \u7b87\u6240\uff1a\u53d7\u53d6\u4eba\u5909\u66f4\u8acb\u6c42\u66f8\u30001\u679a\u76ee\u300c\u65b0\u53d7\u53d6\u4eba\u300d\u6b04\u306e\u7d9a\u67c4\n  \u76f4\u3057\u65b9\uff1a\u5951\u7d04\u8005\u3055\u307e\u304c\u3001\u88ab\u4fdd\u967a\u8005\u3055\u307e\u304b\u3089\u898b\u305f\u7d9a\u67c4\u3092\u3054\u8a18\u5165\u304f\u3060\u3055\u3044\uff08\u898f\u5b9a \u53d7\u53d6\u4eba\u5909\u66f42-3\uff09\n\u3010\u9001\u308a\u8fd4\u3059\u3082\u306e\u3011\u53d7\u53d6\u4eba\u5909\u66f4\u8acb\u6c42\u66f8\uff082\u679a\u3068\u3082\uff09\n\u3010\u672c\u6587\u306e\u6bb5\u843d\u30113\u6bb5\u843d\u3000\u6587\u4f8b\u5916\uff1a0\n\u3010\u8981\u78ba\u8a8d\u3011\u62c5\u5f53\u306e\u30e1\u30e2\u300c\u88ab\u4fdd\u967a\u8005\u306f\u6d77\u5916\u8d74\u4efb\u4e2d\u300d\u306b\u5bfe\u5fdc\u3059\u308b\u898f\u5b9a\u306e\u9805\u76ee\u304c\u6e21\u3055\u308c\u3066\u3044\u306a\u3044\n```\n\n**\u6700\u5f8c\u306e\u884c\u306e\u3088\u3046\u306a\u8981\u78ba\u8a8d\u304c\u3001\u62c5\u5f53\u8005\u306e\u7d4c\u9a13\u306b\u983c\u3063\u3066\u3044\u305f\u90e8\u5206\u3067\u3059\u3002** \u88ab\u4fdd\u967a\u8005\u304c\u9060\u65b9\u3084\u6d77\u5916\u306b\u3044\u308b\u3068\u304d\u306e\u66f8\u985e\u306e\u3084\u308a\u53d6\u308a\u3092\u898f\u5b9a\u304c\u3069\u3046\u5b9a\u3081\u3066\u3044\u308b\u304b\u306f\u3001**AI\u306b\u63a8\u6e2c\u3055\u305b\u305a\u3001\u62c5\u5f53\u304c\u898f\u5b9a\u3092\u63a2\u3057\u3066\u76f4\u3057\u65b9\u3092\u66f8\u304d\u307e\u3059\u3002** \u63a2\u3057\u305f\u9805\u76ee\u306f\u5bfe\u5fdc\u8868\u306b\u8db3\u3057\u3001\u6b21\u304b\u3089\u306f\u81ea\u52d5\u3067\u5f15\u3051\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002\n\n### \u30b7\u30b9\u30c6\u30e0\u9023\u643a\n\n| \u3064\u306a\u304e\u5148 | \u65b9\u5f0f | \u5185\u5bb9 |\n|:--|:--|:--|\n| \u4fdd\u5168\u306e\u4e8b\u52d9\u30b7\u30b9\u30c6\u30e0 | \u65e5\u6b21\u306e\u66f8\u304d\u51fa\u3057\u3092\u8aad\u3080 | \u4e0d\u5099\u306e\u767b\u9332\u3068\u5951\u7d04\u306e\u60c5\u5831 |\n| \u898f\u5b9a\u30fb\u6587\u4f8b\u30fb\u5bfe\u5fdc\u8868 | \u30d5\u30a1\u30a4\u30eb\u3092\u8aad\u3080 | \u6839\u62e0\u306e\u9805\u76ee\u3068\u6587\u4f8b |\n| Claude API | API\u547c\u3073\u51fa\u3057\uff08\u69cb\u9020\u5316\u51fa\u529b\uff09 | \u6848\u5185\u6587\u306e\u4e0b\u66f8\u304d\u3068\u6839\u62e0\u306e\u756a\u53f7 |\n| \u78ba\u8a8d\u306e\u4e00\u89a7 | Python \u304c\u66f8\u304d\u8fbc\u3080 | \u4e0b\u66f8\u304d\u3001\u7167\u5408\u306e\u5370\u3001\u62c5\u5f53\u306e\u76f4\u3057\u306e\u6b04\u3001\u4e0a\u5e2d\u306e\u627f\u8a8d\u306e\u6b04 |\n| \u5e33\u7968\u306e\u4ed5\u7d44\u307f | \u627f\u8a8d\u3055\u308c\u305f\u3082\u306e\u3092\u6e21\u3059 | \u8a18\u53f7\u3092\u623b\u3057\u3066\u5b9b\u540d\u3092\u5dee\u3057\u8fbc\u3080 |\n\n**\u4e8b\u52d9\u30b7\u30b9\u30c6\u30e0\u306b\u306f\u66f8\u304d\u8fbc\u307f\u307e\u305b\u3093\u3002** \u4e0d\u5099\u306e\u6848\u5185\u3092\u9001\u3063\u305f\u3068\u3044\u3046\u8a18\u9332\u306f\u3001\u3053\u308c\u307e\u3067\u3069\u304a\u308a\u62c5\u5f53\u304c\u4e8b\u52d9\u30b7\u30b9\u30c6\u30e0\u306b\u5165\u308c\u307e\u3059\u3002**AI\u306e\u51fa\u529b\u304c\u4e8b\u52d9\u30b7\u30b9\u30c6\u30e0\u306e\u8a18\u9332\u3092\u66f8\u304d\u63db\u3048\u308b\u7d4c\u8def\u306f\u4f5c\u308a\u307e\u305b\u3093\u3002**\n\n**\u8a18\u53f7\u3092\u540d\u524d\u306b\u623b\u3059\u306e\u306f\u3001\u5e33\u7968\u306e\u4ed5\u7d44\u307f\u306e\u5074\u3067\u3059\u3002** \u8a18\u53f7\u3068\u540d\u524d\u306e\u5bfe\u5fdc\u306fAI\u306b\u6e21\u3055\u305a\u3001Python \u304c\u8acb\u6c42\u756a\u53f7\u3054\u3068\u306b\u6301\u3061\u3001**\u627f\u8a8d\u3055\u308c\u305f\u4e0b\u66f8\u304d\u3092\u5e33\u7968\u306e\u4ed5\u7d44\u307f\u306b\u6e21\u3059\u3068\u304d\u306b\u3060\u3051\u4f7f\u3044\u307e\u3059\u3002**\n\n### \u4eba\u9593\u306e\u78ba\u8a8d\n\n1. **\u6848\u5185\u306e\u62c5\u5f53\u304c\u3001\u5370\u306e\u4ed8\u3044\u305f\u3082\u306e\u304b\u3089\u898b\u308b** \u2026 \u6839\u62e0\u306a\u3057\u3001\u6f0f\u308c\u3001\u8981\u78ba\u8a8d\u3001\u6587\u4f8b\u5916\u306e\u9806\u306b\u898b\u307e\u3059\n2. **\u767b\u9332\u3057\u305f\u4e0d\u5099\u304c\u3059\u3079\u3066\u6848\u5185\u306b\u5165\u3063\u3066\u3044\u308b\u304b\u3092\u898b\u308b** \u2026 \u6f0f\u308c\u306e\u5370\u304c\u7121\u304f\u3066\u3082\u3001**\u7b87\u6240\u306e\u8aac\u660e\u304c\u767b\u9332\u306e\u7b87\u6240\u3068\u540c\u3058\u304b\u30921\u3064\u305a\u3064\u898b\u307e\u3059**\n3. **\u76f4\u3057\u65b9\u3092\u898f\u5b9a\u306e\u9805\u76ee\u3067\u78ba\u304b\u3081\u308b** \u2026 \u3068\u304f\u306b\u8ab0\u304c\u7f72\u540d\u3059\u308b\u304b\u3002**\u53d7\u53d6\u4eba\u306e\u5909\u66f4\u3067\u306f\u88ab\u4fdd\u967a\u8005\u306e\u540c\u610f\u306e\u6271\u3044\u3092\u5fc5\u305a\u898b\u307e\u3059**\n4. **\u4e0a\u5e2d\u304c\u627f\u8a8d\u3059\u308b** \u2026 \u6587\u4f8b\u5916\u306e\u6bb5\u843d\u3068\u3001\u62c5\u5f53\u304c\u76f4\u3057\u305f\u7b87\u6240\u3092\u4e2d\u5fc3\u306b\u898b\u307e\u3059\n\n**3\u756a\u76ee\u306e\u53d7\u53d6\u4eba\u306e\u5909\u66f4\u3092\u8efd\u304f\u898b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u7b2c6\u7ae0\u3067\u89e6\u308c\u305f\u3068\u304a\u308a\u3001\u6b7b\u4ea1\u4fdd\u967a\u5951\u7d04\u306e\u53d7\u53d6\u4eba\u306e\u5909\u66f4\u306f\u88ab\u4fdd\u967a\u8005\u306e\u540c\u610f\u304c\u306a\u3051\u308c\u3070\u52b9\u529b\u3092\u751f\u3058\u307e\u305b\u3093\u3002**\u540c\u610f\u306e\u7f72\u540d\u3092\u8ab0\u304c\u3059\u308b\u304b\u3092\u8aa4\u3063\u305f\u6848\u5185\u3067\u66f8\u985e\u304c\u9001\u308a\u8fd4\u3055\u308c\u308c\u3070\u3001\u5909\u66f4\u304c\u6210\u308a\u7acb\u305f\u306a\u3044\u307e\u307e\u6642\u9593\u304c\u904e\u304e\u307e\u3059\u3002**\n\n**\u76ee\u6a19\u306f\u30011\u4ef66\u5206\u3067\u3059\u3002** \u5370\u306e\u4ed8\u304b\u306a\u3044\u6848\u5185\u306f\u3001\u7b87\u6240\u3068\u76f4\u3057\u65b9\u3092\u78ba\u304b\u3081\u30663\u301c4\u5206\u3001\u5370\u306e\u4ed8\u3044\u305f\u6848\u5185\u306f\u898f\u5b9a\u3092\u958b\u3044\u306610\u5206\u524d\u5f8c\u3002**\u5370\u306e\u4ed8\u304f\u5272\u5408\u304c\u4e0b\u304c\u308b\u307b\u3069\u3001\u5e73\u5747\u306f\u77ed\u304f\u306a\u308a\u307e\u3059\u3002**\n\n### \u4f8b\u5916\u51e6\u7406\n\n| \u8d77\u304d\u308b\u3053\u3068 | \u5bfe\u5fdc |\n|:--|:--|\n| \u5bfe\u5fdc\u8868\u306b\u7121\u3044\u4e0d\u5099\u30b3\u30fc\u30c9 | AI\u306b\u6e21\u3055\u305a\u3001\u4eba\u304c\u4e00\u304b\u3089\u66f8\u304f\u3002**\u5bfe\u5fdc\u8868\u306b\u8db3\u3059\u5019\u88dc\u3068\u3057\u3066\u8a18\u9332\u3059\u308b** |\n| \u62c5\u5f53\u306e\u30e1\u30e2\u306b\u5065\u5eb7\u306e\u60c5\u5831 | \u305d\u306e\u8acb\u6c42\u306fAI\u306b\u6e21\u3055\u306a\u3044 |\n| \u898f\u5b9a\u306e\u9805\u76ee\u304c\u5f15\u3051\u306a\u3044\u4e8b\u60c5\uff08\u4ee3\u7b46\u3001\u6210\u5e74\u5f8c\u898b\u306a\u3069\uff09 | `needs_check` \u306b\u6319\u304c\u308b\u3002**\u62c5\u5f53\u304c\u898f\u5b9a\u3092\u63a2\u3057\u3066\u66f8\u304f** |\n| \u540c\u3058\u8acb\u6c42\u306b\u7fcc\u65e5\u4e0d\u5099\u304c\u8db3\u3055\u308c\u305f | \u4f5c\u308a\u76f4\u3057\u306e\u5370\u3092\u4ed8\u3051\u3066\u65b0\u3057\u304f\u4f5c\u308b\u3002\u53e4\u3044\u4e0b\u66f8\u304d\u306f\u4f7f\u308f\u306a\u3044 |\n| \u4e0d\u5099\u304c10\u3092\u8d85\u3048\u308b | \u6848\u5185\u6587\u304c\u9577\u304f\u306a\u308b\u3002**\u96fb\u8a71\u3067\u8aac\u660e\u3059\u308b\u5bfe\u8c61\u3068\u3057\u3066\u4e0a\u5e2d\u306b\u56de\u3059** |\n| \u5fdc\u7b54\u304c\u30b9\u30ad\u30fc\u30de\u306b\u5408\u308f\u306a\u3044\u3001\u9014\u4e2d\u3067\u5207\u308c\u305f | \u516c\u5f0f\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u306f\u62d2\u5426\u3084\u51fa\u529b\u306e\u4e0a\u9650\u3067\u5f62\u304c\u5d29\u308c\u3046\u308b\u3068\u3055\u308c\u308b\u3002**\u305d\u306e\u8acb\u6c42\u3060\u3051\u4f5c\u308a\u76f4\u3057\u30012\u56de\u76ee\u3082\u5d29\u308c\u305f\u3089\u4eba\u3078** |\n| API\u304c\u5fdc\u7b54\u3057\u306a\u3044 | \u78ba\u8a8d\u306e\u4e00\u89a7\u306b\u300c\u672a\u4f5c\u6210\u300d\u3068\u51fa\u3057\u3001\u7fcc\u671d\u62c5\u5f53\u304c\u4e00\u304b\u3089\u66f8\u304f |\n| 2\u56de\u76ee\u306e\u4e0d\u5099\uff08\u518d\u4e0d\u5099\uff09 | \u524d\u56de\u306e\u6848\u5185\u6587\u3092\u4e00\u7dd2\u306b\u6e21\u3057\u3001**\u524d\u56de\u3068\u540c\u3058\u8aac\u660e\u3092\u7e70\u308a\u8fd4\u3055\u306a\u3044**\u3088\u3046\u306b\u6307\u793a\u3059\u308b |\n\n**\u6700\u5f8c\u306e\u884c\u306f\u3001\u3053\u306e\u69cb\u6210\u306e\u52b9\u304d\u76ee\u304c\u3044\u3061\u3070\u3093\u51fa\u308b\u5834\u9762\u3067\u3059\u3002** \u4e00\u5ea6\u76f4\u3057\u3066\u9001\u308a\u8fd4\u3057\u305f\u306e\u306b\u307e\u305f\u4e0d\u5099\u306b\u306a\u3063\u305f\u5951\u7d04\u8005\u306b\u3001\u540c\u3058\u6587\u9762\u306e\u6848\u5185\u3092\u9001\u308b\u3068\u3001**\u4f55\u304c\u9055\u3063\u305f\u306e\u304b\u304c\u4f1d\u308f\u3089\u305a\u3001\u96fb\u8a71\u306b\u306a\u308a\u307e\u3059\u3002** \u524d\u56de\u306e\u6848\u5185\u3068\u4eca\u56de\u306e\u4e0d\u5099\u3092\u4e26\u3079\u3066\u6e21\u3057\u3001\u300c\u524d\u56de\u306e\u3054\u6848\u5185\u304b\u3089\u5909\u308f\u3063\u305f\u70b9\u300d\u3092\u5148\u982d\u306b\u66f8\u304b\u305b\u307e\u3059\u3002\n\n### \u4fdd\u5b58\u30fb\u30ed\u30b0\n\n- \u8acb\u6c42\u756a\u53f7\u3054\u3068\u306b\u3001\u6e21\u3057\u305f\u4e0d\u5099\u306e\u767b\u9332\u30fb\u898f\u5b9a\u306e\u9805\u76ee\u756a\u53f7\u30fb\u6587\u4f8b\u306e\u756a\u53f7\uff08**\u540d\u524d\u3092\u8a18\u53f7\u306b\u3057\u305f\u5f8c\u306e\u3082\u306e**\uff09\n- Claude API \u304c\u8fd4\u3057\u305fJSON\u306e\u5168\u6587\u3068\u3001\u7167\u5408\u306e\u5370\n- \u62c5\u5f53\u304c\u76f4\u3057\u305f\u7b87\u6240\u3068\u3001\u76f4\u3057\u305f\u7406\u7531\n- \u4e0a\u5e2d\u306e\u627f\u8a8d\u306e\u65e5\u6642\u3068\u627f\u8a8d\u3057\u305f\u4eba\n- \u9001\u3063\u305f\u6848\u5185\u306b\u5bfe\u3057\u3066\u3001\u96fb\u8a71\u306e\u554f\u3044\u5408\u308f\u305b\u304c\u3042\u3063\u305f\u304b\u3001\u518d\u4e0d\u5099\u306b\u306a\u3063\u305f\u304b\n\n**2\u3064\u76ee\u30683\u3064\u76ee\u3092\u4e26\u3079\u3066\u6b8b\u3059\u306e\u306f\u3001\u6587\u4f8b\u3068\u898f\u5b9a\u3092\u76f4\u3059\u6750\u6599\u306b\u3059\u308b\u305f\u3081\u3067\u3059\u3002** \u62c5\u5f53\u304c\u6bce\u56de\u540c\u3058\u76f4\u3057\u3092\u3057\u3066\u3044\u308b\u306a\u3089\u3001**\u6587\u4f8b\u304b\u5bfe\u5fdc\u8868\u306e\u3069\u3061\u3089\u304b\u304c\u8db3\u308a\u3066\u3044\u307e\u305b\u3093\u3002** \u6708\u306b\u4e00\u5ea6\u3001\u76f4\u3057\u306e\u591a\u3044\u4e0d\u5099\u30b3\u30fc\u30c9\u3092\u6570\u3048\u307e\u3059\u3002\n\n**\u6700\u5f8c\u306e\u884c\u304c\u3001\u3053\u306e\u69cb\u6210\u306e\u51fa\u6765\u3092\u6e2c\u308b\u6570\u5b57\u3067\u3059\u3002** \u6848\u5185\u6587\u306e\u4f5c\u6210\u6642\u9593\u304c\u6e1b\u3063\u3066\u3082\u3001**\u96fb\u8a71\u3068\u518d\u4e0d\u5099\u304c\u5897\u3048\u3066\u3044\u308c\u3070\u3001\u5951\u7d04\u8005\u306e\u624b\u9593\u306b\u4ed8\u3051\u66ff\u3048\u305f\u3060\u3051\u3067\u3059\u3002**","minimal_setup":"1. \u5148\u6708\u9001\u3063\u305f\u4e0d\u5099\u306e\u6848\u5185\u304b\u308930\u4ef6\u3092\u9078\u3076\uff08**\u3046\u3061\u6570\u4ef6\u306f\u3001\u9001\u3063\u305f\u5f8c\u306b\u96fb\u8a71\u3084\u518d\u4e0d\u5099\u306b\u306a\u3063\u305f\u3082\u306e\u3092\u5165\u308c\u308b**\uff09\n2. \u305d\u306e30\u4ef6\u306e\u4e0d\u5099\u306e\u767b\u9332\u3001\u5951\u7d04\u306e\u7d9a\u67c4\u3068\u5e74\u9f62\u533a\u5206\u3001\u8a72\u5f53\u3059\u308b\u898f\u5b9a\u306e\u9805\u76ee\u3001\u4f7f\u3063\u305f\u6587\u4f8b\u3092\u7528\u610f\u3059\u308b\u3002\u540d\u524d\u3068\u8a3c\u5238\u756a\u53f7\u306f\u8a18\u53f7\u306b\u7f6e\u304d\u63db\u3048\u308b\n3. \u624b\u5143\u306eAI\u30b5\u30fc\u30d3\u30b9\u306b\u3001\u7b2c7\u7ae0\u306e\u6307\u793a\u3068\u30011\u4ef6\u5206\u306e\u6750\u6599\u3092\u8cbc\u308b\n4. \u51fa\u3066\u304d\u305f\u4e0b\u66f8\u304d\u3092\u3001\u5b9f\u969b\u306b\u9001\u3063\u305f\u6848\u5185\u6587\u3068\u4e26\u3079\u308b\n5. \u898f\u5b9a\u306b\u7121\u3044\u66f8\u985e\u3092\u6c42\u3081\u3066\u3044\u306a\u3044\u304b\u3001\u4e0d\u5099\u304c\u6f0f\u308c\u3066\u3044\u306a\u3044\u304b\u3001\u8ab0\u304c\u7f72\u540d\u3059\u308b\u304b\u304c\u5408\u3063\u3066\u3044\u308b\u304b\u3092\u898b\u308b\n\n**30\u4ef6\u306f\u5fc5\u305a\u3084\u3063\u3066\u304f\u3060\u3055\u3044\u3002** API \u3068 Python \u3092\u7d44\u3080\u524d\u306b\u3001**\u300c\u898f\u5b9a\u3068\u6587\u4f8b\u3092\u6e21\u305b\u3070\u3001\u62c5\u5f53\u8005\u3068\u540c\u3058\u76f4\u3057\u65b9\u304c\u66f8\u3051\u308b\u306e\u304b\u300d\u3092\u78ba\u304b\u3081\u307e\u3059\u3002**\n\n| \u51fa\u3066\u304d\u305f\u5185\u5bb9 | \u5224\u65ad |\n|:--|:--|\n| \u9001\u3063\u305f\u6848\u5185\u3068\u540c\u3058\u76f4\u3057\u65b9\u3067\u3001\u3088\u308a\u5206\u304b\u308a\u3084\u3059\u3044 | **API \u3068\u7167\u5408\u306e\u4ed5\u7d44\u307f\u306b\u9032\u3080** |\n| \u898f\u5b9a\u306b\u7121\u3044\u66f8\u985e\u3092\u8db3\u3057\u305f | \u6307\u793a\u306e\u66f8\u304d\u65b9\u3067\u76f4\u308b\u3002**\u69cb\u6210\u306f\u6709\u52b9** |\n| \u8ab0\u304c\u7f72\u540d\u3059\u308b\u304b\u3092\u8aa4\u3063\u305f | **\u5951\u7d04\u306e\u60c5\u5831\u306e\u6e21\u3057\u65b9\u3092\u898b\u76f4\u3059\u3002** \u7d9a\u67c4\u3068\u5e74\u9f62\u533a\u5206\u304c\u6e21\u305b\u3066\u3044\u306a\u3044 |\n| \u96fb\u8a71\u306b\u306a\u3063\u305f\u6848\u5185\u3068\u540c\u3058\u66f8\u304d\u65b9\u3092\u3057\u305f | \u6587\u4f8b\u305d\u306e\u3082\u306e\u304c\u5206\u304b\u308a\u306b\u304f\u3044\u3002**\u6587\u4f8b\u3092\u5148\u306b\u76f4\u3059** |\n\n**4\u884c\u76ee\u304c\u51fa\u305f\u3089\u3001AI\u3088\u308a\u5148\u306b\u6587\u4f8b\u96c6\u3092\u898b\u76f4\u3057\u307e\u3059\u3002** AI\u306f\u6587\u4f8b\u306e\u8a00\u3044\u56de\u3057\u3092\u4f7f\u3046\u306e\u3067\u3001**\u5206\u304b\u308a\u306b\u304f\u3044\u6587\u4f8b\u304b\u3089\u306f\u5206\u304b\u308a\u306b\u304f\u3044\u6848\u5185\u3057\u304b\u51fa\u3066\u304d\u307e\u305b\u3093\u3002** \u8a66\u884c\u306f\u3001\u6587\u4f8b\u96c6\u306e\u5f31\u3044\u3068\u3053\u308d\u3092\u898b\u3064\u3051\u308b\u6a5f\u4f1a\u3067\u3082\u3042\u308a\u307e\u3059\u3002","minimal_setup_short":"\u624b\u5143\u306eAI\u30b5\u30fc\u30d3\u30b9\u306b\u6307\u793a\u30681\u4ef6\u5206\u306e\u6750\u6599\u3092\u8cbc\u308a\u3001\u4e0b\u66f8\u304d\u3092\u51fa\u3055\u305b\u308b \uff0f 1\u4ef6\u3054\u3068\u306e\u6848\u5185\u6587\u306e\u4e0b\u66f8\u304d","semi_auto_setup":"\u4e0a\u8a18\uff0b\u65e5\u6b21\u306e\u66f8\u304d\u51fa\u3057\u3092 Python \u3067\u8aad\u307f\u3001\u898f\u5b9a\u3068\u6587\u4f8b\u3092\u5f15\u3044\u3066 Claude API \u306b\u6e21\u3057\u3001\u6839\u62e0\u306e\u7167\u5408\u306e\u5370\u3092\u4ed8\u3051\u3066\u78ba\u8a8d\u306e\u4e00\u89a7\u306b\u4e26\u3079\u308b \uff0f \u6750\u6599\u306e\u5f15\u304d\u5f53\u3066\u3001\u4e0b\u66f8\u304d\u3001\u6839\u62e0\u3068\u6f0f\u308c\u306e\u7167\u5408","full_setup":"\u4e0a\u8a18\uff0b\u4e8b\u52d9\u30b7\u30b9\u30c6\u30e0\u3068 API \u3067\u3064\u306a\u304e\u3001\u627f\u8a8d\u3057\u305f\u6848\u5185\u306e\u9001\u4ed8\u306e\u8a18\u9332\u3092\u4e8b\u52d9\u30b7\u30b9\u30c6\u30e0\u306b\u8fd4\u3057\u3001\u518d\u4e0d\u5099\u306e\u8acb\u6c42\u306b\u524d\u56de\u306e\u6848\u5185\u3092\u81ea\u52d5\u3067\u6dfb\u3048\u308b \uff0f \u9001\u4ed8\u306e\u8a18\u9332\u3068\u518d\u4e0d\u5099\u306e\u5bfe\u5fdc\u307e\u3067","level_note":"**\u6700\u5c0f\u69cb\u6210\u306f\u3001\u6750\u6599\u3092\u305d\u308d\u3048\u3066\u8cbc\u308b\u624b\u9593\u304c\u5927\u304d\u304f\u3001400\u4ef6\u306b\u306f\u4f7f\u3048\u307e\u305b\u3093\u3002** \u78ba\u304b\u3081\u308b\u305f\u3081\u306e\u6bb5\u968e\u3067\u3059\u3002\n**\u534a\u81ea\u52d5\u5316\u3067\u30011\u4ef615\u5206\u304c6\u5206\u306b\u306a\u308a\u3001\u3053\u306e\u6bb5\u968e\u304c\u672c\u8a18\u4e8b\u306e\u60f3\u5b9a\u3067\u3059\u3002** \u6750\u6599\u306e\u5f15\u304d\u5f53\u3066\u3068\u4e0b\u66f8\u304d\u304c\u81ea\u52d5\u306b\u306a\u308a\u3001\u62c5\u5f53\u8005\u306f\u5370\u3092\u898b\u3066\u78ba\u304b\u3081\u3066\u76f4\u3059\u4f5c\u696d\u306b\u306a\u308a\u307e\u3059\u3002**\u672c\u683c\u69cb\u6210\u3067\u9001\u4ed8\u306e\u8a18\u9332\u306e\u5165\u529b\u304c\u306a\u304f\u306a\u308a\u307e\u3059\u304c\u3001** \u4e8b\u52d9\u30b7\u30b9\u30c6\u30e0\u3068\u306e\u3064\u306a\u304e\u65b9\u306f\u30b7\u30b9\u30c6\u30e0\u3054\u3068\u306b\u9055\u3044\u3001\u500b\u5225\u306b\u78ba\u304b\u3081\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\n**\u6bb5\u968e\u3092\u98db\u3070\u3055\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u534a\u81ea\u52d5\u5316\u306e\u78ba\u8a8d\u306e\u4e00\u89a7\u30923\u304b\u6708\u898b\u308b\u3068\u3001**\u6839\u62e0\u306a\u3057\u3068\u6587\u4f8b\u5916\u306e\u5370\u304c\u591a\u3044\u4e0d\u5099\u30b3\u30fc\u30c9**\u304c\u5206\u304b\u308a\u307e\u3059\u3002\u305d\u3053\u306e\u898f\u5b9a\u3068\u6587\u4f8b\u3092\u76f4\u3057\u3066\u304b\u3089\u4e8b\u52d9\u30b7\u30b9\u30c6\u30e0\u3068\u3064\u306a\u3050\u307b\u3046\u304c\u3001\u8a18\u9332\u306b\u8aa4\u308a\u3092\u6301\u3061\u8fbc\u307f\u307e\u305b\u3093\u3002","troubleshooting":"| \u554f\u984c | \u5bfe\u7b56 |\n|:--|:--|\n| \u898f\u5b9a\u306b\u7121\u3044\u66f8\u985e\u3092\u300c\u5ff5\u306e\u305f\u3081\u300d\u3068\u8db3\u3059 | \u8a00\u3044\u65b9\u3092\u540d\u6307\u3057\u3067\u7981\u3058\u3001\u9001\u308a\u8fd4\u3059\u3082\u306e\u3092\u898f\u5b9a\u306e\u756a\u53f7\u306b\u7d50\u3073\u4ed8\u3051\u308b |\n| \u6839\u62e0\u306e\u756a\u53f7\u304c\u4ed8\u3044\u3066\u3044\u3066\u3082\u4e2d\u8eab\u304c\u9055\u3046 | \u756a\u53f7\u306e\u5b9f\u5728\u3092\u7167\u3089\u3059\u3060\u3051\u3067\u306f\u8db3\u308a\u306a\u3044\u3002**\u62c5\u5f53\u304c\u898f\u5b9a\u306e\u9805\u76ee\u3092\u958b\u3044\u3066\u78ba\u304b\u3081\u308b** |\n| \u8907\u6570\u306e\u4e0d\u5099\u30921\u3064\u306b\u307e\u3068\u3081\u308b | \u4e0d\u5099\u306e\u6570\u3092\u767b\u9332\u3068\u7167\u3089\u3059\u3002\u300c\u307e\u3068\u3081\u306a\u3044\u300d\u3092\u6307\u793a\u306b\u66f8\u304f |\n| \u8ab0\u304c\u7f72\u540d\u3059\u308b\u304b\u3092\u8aa4\u308b | \u7d9a\u67c4\u3068\u5e74\u9f62\u533a\u5206\u3092\u6e21\u3059\u3002\u6c7a\u3081\u3089\u308c\u306a\u3044\u3068\u304d\u306f\u300c\u672a\u78ba\u5b9a\u300d\u306b\u3055\u305b\u308b |\n| \u5909\u66f4\u306e\u52b9\u529b\u3084\u6642\u671f\u3092\u66f8\u304f | \u6307\u793a\u3067\u7981\u3058\u3001\u672c\u6587\u306b\u51fa\u305f\u3089\u4e0a\u5e2d\u304c\u6d88\u3059 |\n| \u8fd4\u9001\u306e\u671f\u9650\u304c\u305a\u308c\u308b | \u671f\u9650\u306f\u66f8\u304b\u305b\u305a\u3001Python \u304c\u90e8\u7f72\u306e\u6c7a\u307e\u308a\u3067\u5165\u308c\u308b |\n| \u30b9\u30ad\u30fc\u30de\u304c400\u306e\u30a8\u30e9\u30fc\u306b\u306a\u308b | \u6570\u3084\u6587\u5b57\u6570\u306e\u5236\u7d04\u3092\u30b9\u30ad\u30fc\u30de\u306b\u66f8\u304b\u305a\u3001Python \u3067\u78ba\u304b\u3081\u308b |\n| AWS \u306e\u4e0a\u3067\u69cb\u9020\u5316\u51fa\u529b\u304c\u4f7f\u3048\u306a\u3044 | \u547c\u3076\u7d4c\u8def\u306e\u5bfe\u5fdc\u3092\u5148\u306b\u78ba\u304b\u3081\u308b |\n| \u30e1\u30e2\u306e\u5065\u5eb7\u306e\u60c5\u5831\u304cAI\u306b\u6e21\u308b | \u524d\u51e6\u7406\u3067\u6b62\u3081\u308b\u3002**\u305d\u306e\u8acb\u6c42\u306f\u4eba\u304c\u66f8\u304f** |\n| \u5f8c\u304b\u3089\u8db3\u3055\u308c\u305f\u4e0d\u5099\u304c\u629c\u3051\u308b | \u5b9a\u6642\u306b\u533a\u5207\u308a\u3001\u4e0d\u5099\u306e\u6570\u306e\u5897\u52a0\u3067\u4f5c\u308a\u76f4\u3059 |\n| \u6587\u4f8b\u304c\u5206\u304b\u308a\u306b\u304f\u3044\u307e\u307e | \u96fb\u8a71\u3068\u518d\u4e0d\u5099\u306e\u8a18\u9332\u304b\u3089\u3001\u6587\u4f8b\u3092\u5148\u306b\u76f4\u3059 |\n\n**\u4e0a\u306e2\u884c\u304c\u3001\u3053\u306e\u69cb\u6210\u306e\u5931\u6557\u306e\u307b\u3068\u3093\u3069\u3067\u3059\u3002** \u3069\u3061\u3089\u3082\u3001AI\u306e\u66f8\u3044\u305f\u6587\u304c\u300c\u898f\u5b9a\u306b\u6cbf\u3063\u3066\u3044\u308b\u3088\u3046\u306b\u898b\u3048\u308b\u300d\u3053\u3068\u304b\u3089\u8d77\u304d\u307e\u3059\u3002**\u756a\u53f7\u304c\u4ed8\u3044\u3066\u3044\u3066\u3082\u3001\u305d\u306e\u756a\u53f7\u306e\u9805\u76ee\u306b\u672c\u5f53\u306b\u305d\u3046\u66f8\u3044\u3066\u3042\u308b\u304b\u306f\u3001\u4eba\u304c\u958b\u3044\u3066\u898b\u308b\u307e\u3067\u5206\u304b\u308a\u307e\u305b\u3093\u3002** \u7167\u5408\u306e\u5370\u306f\u898b\u308b\u9806\u756a\u3092\u6c7a\u3081\u308b\u3082\u306e\u3067\u3001\u78ba\u8a8d\u306e\u4ee3\u308f\u308a\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002","governance_notes":"**\u3053\u306e\u69cb\u6210\u3067\u6271\u3046\u30c7\u30fc\u30bf\uff1a** \u5951\u7d04\u8005\u30fb\u88ab\u4fdd\u967a\u8005\u30fb\u53d7\u53d6\u4eba\u306e\u540d\u524d\u3068\u7d9a\u67c4\u3001\u4f4f\u6240\u3001\u8a3c\u5238\u756a\u53f7\u3001\u5951\u7d04\u306e\u7a2e\u985e\u3001\u4e0d\u5099\u306e\u5185\u5bb9\u3001\u62c5\u5f53\u306e\u30e1\u30e2\u3067\u3059\u3002**\u4fdd\u967a\u306e\u5951\u7d04\u306e\u60c5\u5831\u306f\u3001\u8ab0\u304c\u8ab0\u306e\u305f\u3081\u306b\u4fdd\u967a\u3092\u304b\u3051\u3001\u8ab0\u304c\u53d7\u3051\u53d6\u308b\u304b\u3068\u3044\u3046\u3001\u5bb6\u65cf\u306e\u4e8b\u60c5\u305d\u306e\u3082\u306e\u3067\u3059\u3002**\n\n1. **\u540d\u524d\u3068\u8a3c\u5238\u756a\u53f7\u3092AI\u306b\u6e21\u3055\u306a\u3044** \u2026 \u524d\u51e6\u7406\u3067\u8a18\u53f7\u306b\u7f6e\u304d\u63db\u3048\u3001\u623b\u3059\u306e\u306f\u5e33\u7968\u306e\u4ed5\u7d44\u307f\u306e\u5074\u3060\u3051\u306b\u3057\u307e\u3059\u3002**\u76f4\u3057\u65b9\u3092\u66f8\u304f\u306e\u306b\u5fc5\u8981\u306a\u306e\u306f\u7d9a\u67c4\u3068\u5e74\u9f62\u533a\u5206\u3067\u3001\u540d\u524d\u3067\u306f\u3042\u308a\u307e\u305b\u3093**\n2. **\u5065\u5eb7\u306e\u60c5\u5831\u3092AI\u306b\u6e21\u3055\u306a\u3044** \u2026 \u62c5\u5f53\u306e\u30e1\u30e2\u306b\u75c5\u540d\u3084\u5165\u9662\u5148\u304c\u66f8\u304b\u308c\u3066\u3044\u308c\u3070\u3001\u305d\u306e\u8acb\u6c42\u306fAI\u306b\u6e21\u3057\u307e\u305b\u3093\u3002**\u6848\u5185\u6587\u306b\u5fc5\u8981\u306a\u306e\u306f\u300c\u4ee3\u7b46\u306e\u7533\u51fa\u304c\u3042\u308b\u300d\u3068\u3044\u3046\u4e8b\u5b9f\u3060\u3051\u3067\u3059**\n3. **API \u306e\u5229\u7528\u306e\u6271\u3044\u3092\u78ba\u304b\u3081\u308b** \u2026 \u516c\u5f0f\u306e\u6848\u5185\u3067\u306f\u3001Anthropic API \u306a\u3069\u306e\u5546\u7528\u306e\u88fd\u54c1\u3067\u306f\u3001**\u65e2\u5b9a\u3067\u306f\u5165\u529b\u3068\u51fa\u529b\u3092\u30e2\u30c7\u30eb\u306e\u5b66\u7fd2\u306b\u4f7f\u308f\u306a\u3044**\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u793e\u5185\u306e\u5916\u90e8\u59d4\u8a17\u306e\u898f\u7a0b\u306b\u6cbf\u3063\u3066\u3001\u5229\u7528\u306e\u53ef\u5426\u3068\u8a18\u9332\u306e\u6b8b\u3057\u65b9\u3092\u6c7a\u3081\u307e\u3059\n4. **\u6848\u5185\u6587\u3092\u627f\u8a8d\u306a\u3057\u306b\u9001\u3089\u306a\u3044** \u2026 \u4e0a\u5e2d\u306e\u627f\u8a8d\u304c\u7121\u3044\u3082\u306e\u306f\u5e33\u7968\u306e\u4ed5\u7d44\u307f\u306b\u6e21\u3057\u307e\u305b\u3093\u3002**\u4f1a\u793e\u306e\u540d\u524d\u3067\u5951\u7d04\u8005\u306b\u5c4a\u304f\u6587\u3067\u3059**\n5. **\u5909\u66f4\u3092\u53d7\u3051\u4ed8\u3051\u308b\u304b\u3001\u52b9\u529b\u304c\u751f\u3058\u305f\u304b\u3092\u3001\u3053\u306e\u69cb\u6210\u3067\u6c7a\u3081\u306a\u3044** \u2026 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\u4e0d\u5099\u306e\u591a\u3044\u9805\u76ee\u304b\u3089\u5206\u3051\u308c\u3070\u3001\u6b8b\u308a\u306f\u5f8c\u3067\u304b\u307e\u3044\u307e\u305b\u3093\u3002\n\n**2\u9031\u76ee\uff1a\u5bfe\u5fdc\u8868\u3068\u6587\u4f8b\u306e\u756a\u53f7\u3092\u4f5c\u308b**\n\n\u4e0d\u5099\u30b3\u30fc\u30c9\u306e\u4e0a\u4f4d20\u4ef6\u306b\u3064\u3044\u3066\u3001\u898f\u5b9a\u306e\u9805\u76ee\u3068\u306e\u5bfe\u5fdc\u8868\u3092\u4f5c\u308a\u3001\u6587\u4f8b\u96c6\u306b\u756a\u53f7\u3092\u632f\u308a\u307e\u3059\u3002**\u5bfe\u5fdc\u8868\u3092\u4f5c\u308a\u306a\u304c\u3089\u3001\u898f\u5b9a\u3068\u6587\u4f8b\u304c\u98df\u3044\u9055\u3063\u3066\u3044\u308b\u7b87\u6240\u3092\u66f8\u304d\u51fa\u3057\u307e\u3059\u3002**\n\n**3\u9031\u76ee\uff1a30\u4ef6\u3067\u8a66\u3059**\n\n\u5148\u6708\u306e\u6848\u5185\u304b\u308930\u4ef6\u3092\u9078\u3073\u3001\u624b\u5143\u306eAI\u30b5\u30fc\u30d3\u30b9\u3067\u4e0b\u66f8\u304d\u3092\u4f5c\u3089\u305b\u3066\u3001\u5b9f\u969b\u306b\u9001\u3063\u305f\u6848\u5185\u3068\u4e26\u3079\u307e\u3059\u3002**\u898f\u5b9a\u306b\u7121\u3044\u66f8\u985e\u3092\u6c42\u3081\u3066\u3044\u306a\u3044\u304b\u3001\u8ab0\u304c\u7f72\u540d\u3059\u308b\u304b\u304c\u5408\u3063\u3066\u3044\u308b\u304b\u3092\u6700\u512a\u5148\u3067\u898b\u307e\u3059\u3002**\n\n**4\u9031\u76ee\uff1a\u66f8\u304d\u51fa\u3057\u304b\u3089\u78ba\u8a8d\u306e\u4e00\u89a7\u307e\u3067\u3092\u3064\u306a\u3050**\n\n\u65e5\u6b21\u306e\u66f8\u304d\u51fa\u3057\u3092 Python \u3067\u8aad\u307f\u3001\u898f\u5b9a\u3068\u6587\u4f8b\u3092\u5f15\u3044\u3066 Claude API \u306b\u6e21\u3057\u3001\u7167\u5408\u306e\u5370\u3092\u4ed8\u3051\u3066\u78ba\u8a8d\u306e\u4e00\u89a7\u306b\u4e26\u3079\u307e\u3059\u3002**\u3053\u306e\u6642\u70b9\u3067\u306f\u9001\u4ed8\u306b\u4f7f\u308f\u305a\u3001\u62c5\u5f53\u304c\u66f8\u3044\u305f\u6848\u5185\u3068\u4e26\u3079\u3066\u898b\u6bd4\u3079\u307e\u3059\u3002**\n\n**2\u304b\u6708\u76ee\uff1a** \u5370\u306e\u591a\u3044\u4e0d\u5099\u30b3\u30fc\u30c9\u306e\u5bfe\u5fdc\u8868\u3068\u6587\u4f8b\u3092\u76f4\u3057\u3001\u78ba\u8a8d\u306e\u4e00\u89a7\u306e\u4e0b\u66f8\u304d\u3092\u9001\u4ed8\u306b\u4f7f\u3044\u59cb\u3081\u307e\u3059\u3002**3\u304b\u6708\u76ee\u4ee5\u964d\uff1a** 1\u4ef615\u5206\u304c\u4f55\u5206\u306b\u306a\u3063\u305f\u304b\u3001\u96fb\u8a71\u3068\u518d\u4e0d\u5099\u304c\u3069\u3046\u5909\u308f\u3063\u305f\u304b\u3092\u5b9f\u6e2c\u3057\u307e\u3059\u3002**\u518d\u4e0d\u5099\u306e\u8acb\u6c42\u306b\u524d\u56de\u306e\u6848\u5185\u3092\u6dfb\u3048\u3066\u4f5c\u308c\u308b\u3088\u3046\u306b\u306a\u308a\u3001\u7d4c\u9a13\u306e\u6d45\u3044\u62c5\u5f53\u8005\u306e\u6848\u5185\u3067\u3082\u518d\u4e0d\u5099\u304c\u5897\u3048\u306a\u304f\u306a\u3063\u305f\u6642\u70b9\u3067\u3001\u3053\u306e\u69cb\u6210\u306f\u5b8c\u6210\u3067\u3059\u3002**\n\n---","related_usecases":["UC-0159","UC-0543","UC-0731","UC-0044"],"related_articles":[{"id":7432,"slug":"ai-seisei-bunsho-hantei","title":"AI\u751f\u6210\u306e\u6587\u7ae0\u306f\u898b\u5206\u3051\u3089\u308c\u308b\uff1f\uff5c\u5224\u5b9a\u30c4\u30fc\u30eb\u306e\u9650\u754c"},{"id":3196,"slug":"abm-ai-katsuyo","title":"ABM\u306b\u751f\u6210AI\u3092\u6d3b\u304b\u3059\u65b9\u6cd5\uff5c\u72d9\u3046\u4f01\u696d\u306b\u7684\u3092\u7d5e\u308b"},{"id":7875,"slug":"seisei-ai-gyomu-tsukaiwake","title":"\u751f\u6210AI\u306f\u4ed5\u4e8b\u3054\u3068\u306b\u5411\u304d\u304c\u9055\u3046\uff5c\u5272\u308a\u632f\u308a\u65b9\u3092\u6c7a\u3081\u308b"}],"sources":"| \u78ba\u8a8d\u3057\u305f\u5185\u5bb9 | \u60c5\u5831\u6e90 | \u78ba\u8a8d\u65e5 |\n|:--|:--|:--|\n| \u4fdd\u967a\u6cd5\u7b2c43\u6761\uff08\u4fdd\u967a\u5951\u7d04\u8005\u306f\u4fdd\u967a\u4e8b\u6545\u304c\u767a\u751f\u3059\u308b\u307e\u3067\u306f\u4fdd\u967a\u91d1\u53d7\u53d6\u4eba\u306e\u5909\u66f4\u3092\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u3001\u305d\u306e\u5909\u66f4\u306f\u4fdd\u967a\u8005\u306b\u5bfe\u3059\u308b\u610f\u601d\u8868\u793a\u306b\u3088\u3063\u3066\u3059\u308b\u3053\u3068\u3001\u610f\u601d\u8868\u793a\u306e\u901a\u77e5\u304c\u4fdd\u967a\u8005\u306b\u5230\u9054\u3057\u305f\u3068\u304d\u306f\u901a\u77e5\u3092\u767a\u3057\u305f\u6642\u306b\u3055\u304b\u306e\u307c\u3063\u3066\u52b9\u529b\u3092\u751f\u305a\u308b\u3053\u3068\uff09\u3002\u7b2c45\u6761\uff08\u6b7b\u4ea1\u4fdd\u967a\u5951\u7d04\u306e\u4fdd\u967a\u91d1\u53d7\u53d6\u4eba\u306e\u5909\u66f4\u306f\u3001\u88ab\u4fdd\u967a\u8005\u306e\u540c\u610f\u304c\u306a\u3051\u308c\u3070\u3001\u305d\u306e\u52b9\u529b\u3092\u751f\u3058\u306a\u3044\u3053\u3068\uff09 | [e-Gov \u6cd5\u4ee4\u691c\u7d22 \u6cd5\u4ee4API: \u4fdd\u967a\u6cd5](https:\/\/laws.e-gov.go.jp\/api\/2\/law_data\/420AC0000000056) | 2026-10-13 |\n| \u69cb\u9020\u5316\u51fa\u529b\u304c `output_config.format`\uff08`type: \"json_schema\"` \u3068 `schema`\uff09\u3067\u6307\u5b9a\u3067\u304d\u3001\u4e00\u822c\u63d0\u4f9b\uff08GA\uff09\u3067\u3042\u308b\u3053\u3068\u3002Amazon Bedrock \u3067\u306f\u65e7\u6765\u306e\u7d71\u5408\u306e\u4e00\u90e8\u306e\u30e2\u30c7\u30eb\u306b\u9650\u3089\u308c\u308b\u3053\u3068\u3002\u6570\u3084\u6587\u5b57\u5217\u306e\u5236\u7d04\u3001`additionalProperties` \u3092 `false` \u4ee5\u5916\u306b\u3059\u308b\u3053\u3068\u306b\u5bfe\u5fdc\u305b\u305a\u3001\u5bfe\u5fdc\u3057\u306a\u3044\u66f8\u304d\u65b9\u306f400\u306e\u30a8\u30e9\u30fc\u306b\u306a\u308b\u3053\u3068\u3002\u62d2\u5426\u3084\u51fa\u529b\u306e\u4e0a\u9650\u3067\u30b9\u30ad\u30fc\u30de\u306b\u5408\u308f\u306a\u3044\u51fa\u529b\u306b\u306a\u308a\u3046\u308b\u3053\u3068 | [Claude Docs: Structured outputs](https:\/\/platform.claude.com\/docs\/en\/build-with-claude\/structured-outputs) | 2026-10-13 |\n| Claude for Work \u3068 Anthropic API \u306a\u3069\u306e\u5546\u7528\u306e\u88fd\u54c1\u3067\u306f\u3001\u65e2\u5b9a\u3067\u306f\u5165\u529b\u3068\u51fa\u529b\u3092\u30e2\u30c7\u30eb\u306e\u5b66\u7fd2\u306b\u4f7f\u308f\u306a\u3044\u3053\u3068 | [Anthropic \u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u30bb\u30f3\u30bf\u30fc: Is my data used for model training?](https:\/\/privacy.claude.com\/en\/articles\/7996868-is-my-data-used-for-model-training) | 2026-10-13 |\n\n**\u5909\u66f4\u306e\u8acb\u6c42\u3092\u53d7\u3051\u4ed8\u3051\u308b\u304b\u3001\u52b9\u529b\u304c\u751f\u3058\u305f\u304b\u3001\u4e0d\u5099\u306e\u7bc4\u56f2\u3092\u3069\u3046\u5b9a\u3081\u308b\u304b\u306f\u3001\u4f1a\u793e\u306e\u4e8b\u52d9\u306e\u898f\u5b9a\u3068\u6cd5\u52d9\u306e\u5224\u65ad\u306b\u3088\u3063\u3066\u304f\u3060\u3055\u3044\u3002** 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