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\u5fc5\u8981\u4eba\u6570\u3092\u7d76\u5bfe\u6761\u4ef6\u306b\u3059\u308b\u3068\u3001\u4eba\u304c\u8db3\u308a\u306a\u3044\u6708\u306b**\u89e3\u304c1\u3064\u3082\u51fa\u306a\u304f\u306a\u308a\u307e\u3059\u3002** \u73fe\u5b9f\u306b\u306f\u300c\u5fc5\u8981\u4eba\u6570\u30921\u540d\u4e0b\u56de\u308b\u67a0\u304c\u3042\u308b\u300d\u30b7\u30d5\u30c8\u3067\u3082\u904b\u7528\u3067\u304d\u307e\u3059\u3002**\u5fc5\u8981\u4eba\u6570\u306f\u30bd\u30d5\u30c8\u5236\u7d04\u306b\u3057\u3066\u3001\u4e0b\u56de\u3063\u305f\u5206\u3092\u7f70\u70b9\u3068\u3057\u3066\u6570\u3048\u3001\u7ba1\u7406\u8005\u306b\u3069\u3053\u304c\u8584\u3044\u304b\u3092\u898b\u305b\u308b\u307b\u3046\u304c\u4f7f\u3048\u307e\u3059\u3002**","ai_processing":"**\u5272\u308a\u5f53\u3066\u306e\u8a08\u7b97\u306f\u5236\u7d04\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u3067\u884c\u3044\u307e\u3059\u3002** \u76ee\u7684\u95a2\u6570\u306f\u300c\u30bd\u30d5\u30c8\u5236\u7d04\u306e\u7f70\u70b9\u306e\u5408\u8a08\u3092\u6700\u5c0f\u306b\u3059\u308b\u300d\u3067\u3059\u3002\u7f70\u70b9\u306e\u91cd\u307f\u304c\u3001\u305d\u306e\u307e\u307e\u512a\u5148\u9806\u4f4d\u306b\u306a\u308a\u307e\u3059\u3002\n\n**LLM\u306b\u3055\u305b\u308b\u3053\u3068\uff1a**\n\n| \u51e6\u7406 | \u5185\u5bb9 |\n|:--|:--|\n| \u81ea\u7531\u8a18\u8ff0\u306e\u5909\u63db | \u300c\u6765\u9031\u306f\u5b50\u3069\u3082\u306e\u884c\u4e8b\u3067\u5915\u65b9\u306f\u96e3\u3057\u3044\u300d\u2192 \u8a72\u5f53\u65e5\u306e\u6e96\u591c\u52e4\u3092\u4e0d\u53ef\u3001\u5f37\u3055=\u5f37 |\n| \u5909\u63db\u306e\u4e0d\u78ba\u304b\u3055\u306e\u63d0\u793a | \u65e5\u4ed8\u304c\u7279\u5b9a\u3067\u304d\u306a\u3044\u3001\u5f37\u3055\u304c\u8aad\u307f\u53d6\u308c\u306a\u3044\u3082\u306e\u3092\u78ba\u8a8d\u4e8b\u9805\u306b\u3059\u308b |\n| \u7af6\u5408\u306e\u8aac\u660e | \u89e3\u304c\u51fa\u306a\u304b\u3063\u305f\u3068\u304d\u3001\u3069\u306e\u6761\u4ef6\u3068\u3069\u306e\u6761\u4ef6\u304c\u3076\u3064\u304b\u3063\u3066\u3044\u308b\u304b\u3092\u7ba1\u7406\u8005\u306b\u4f1d\u3048\u308b |\n| \u539f\u6848\u306e\u8981\u70b9\u306e\u8aac\u660e | \u300c\u4eca\u6708\u306f\u591c\u52e4\u306e\u5e0c\u671b\u304c\u5c11\u306a\u304f\u3001A\u3055\u3093\u306b3\u56de\u96c6\u4e2d\u3057\u3066\u3044\u307e\u3059\u300d\u3068\u3044\u3063\u305f\u6ce8\u610f\u70b9\u3092\u66f8\u304f |\n| \u672c\u4eba\u3078\u306e\u8aac\u660e\u6587 | \u5e0c\u671b\u304c\u901a\u3089\u306a\u304b\u3063\u305f\u4eba\u306b\u3001\u7406\u7531\u3092\u6dfb\u3048\u305f\u9023\u7d61\u6587\u3092\u4f5c\u308b |\n\n**LLM\u306b\u30b7\u30d5\u30c8\u3092\u5272\u308a\u5f53\u3066\u3055\u305b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** 240\u540d\u00d730\u65e5\u306e\u5272\u308a\u5f53\u3066\u304c\u5236\u7d04\u3092\u6e80\u305f\u3057\u3066\u3044\u308b\u304b\u306f\u3001\u76ee\u3067\u306f\u78ba\u8a8d\u3067\u304d\u307e\u305b\u3093\u3002**\u5236\u7d04\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u3067\u89e3\u3051\u3070\u3001\u51fa\u3066\u304d\u305f\u89e3\u306f\u30cf\u30fc\u30c9\u5236\u7d04\u3092\u5fc5\u305a\u6e80\u305f\u3057\u3066\u3044\u307e\u3059\u3002** \u3053\u308c\u304c\u691c\u8a3c\u53ef\u80fd\u6027\u306e\u5dee\u3067\u3059\u3002\n\n**\u300c\u7af6\u5408\u306e\u8aac\u660e\u300d\u304c\u5b9f\u52d9\u3067\u306f\u5927\u304d\u304f\u52b9\u304d\u307e\u3059\u3002** \u89e3\u304c\u51fa\u306a\u3044\u3068\u304d\u3001\u30bd\u30eb\u30d0\u30fc\u306f\u300c\u5b9f\u884c\u4e0d\u53ef\u80fd\u300d\u3068\u3057\u304b\u8fd4\u3057\u307e\u305b\u3093\u3002\u7ba1\u7406\u8005\u304c\u77e5\u308a\u305f\u3044\u306e\u306f\u300c\u306a\u305c\u89e3\u3051\u306a\u3044\u306e\u304b\u300d\u3067\u3059\u3002\u30cf\u30fc\u30c9\u5236\u7d04\u30921\u3064\u305a\u3064\u5916\u3057\u3066\u89e3\u304d\u76f4\u3057\u3001**\u3069\u308c\u3092\u5916\u3059\u3068\u89e3\u3051\u308b\u3088\u3046\u306b\u306a\u308b\u304b\u3092\u7279\u5b9a\u3059\u308c\u3070\u3001\u7af6\u5408\u3057\u3066\u3044\u308b\u6761\u4ef6\u304c\u5206\u304b\u308a\u307e\u3059\u3002** \u305d\u306e\u5185\u5bb9\u3092LLM\u306b\u65e5\u672c\u8a9e\u3067\u8aac\u660e\u3055\u305b\u307e\u3059\u3002","prompt_example":"\u81ea\u7531\u8a18\u8ff0\u306e\u5909\u63db\uff081\u4ef6\u305a\u3064\uff09\uff1a\n\n```\n\u3042\u306a\u305f\u306f\u3001\u30b7\u30d5\u30c8\u5e0c\u671b\u306e\u81ea\u7531\u8a18\u8ff0\u3092\u3001\u8a08\u7b97\u306b\u4f7f\u3048\u308b\u5f62\u306b\u5909\u63db\u3059\u308b\u62c5\u5f53\u8005\u3067\u3059\u3002\n\n\u3010\u53b3\u5b88\u4e8b\u9805\u3011\n- \u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u65e5\u4ed8\u3092\u88dc\u308f\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n \u300c\u6765\u9031\u300d\u300c\u6708\u672b\u300d\u306e\u3088\u3046\u306b\u7279\u5b9a\u3067\u304d\u306a\u3044\u5834\u5408\u306f\u3001\n dates \u3092\u7a7a\u306b\u3057\u3001needs_confirmation \u306b\u7406\u7531\u3092\u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002\n- \u7406\u7531\u306e\u5185\u5bb9\u3092\u3001\u5fc5\u8981\u4ee5\u4e0a\u306b\u8a73\u3057\u304f\u8ee2\u8a18\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n \u533a\u5206\uff08\u5bb6\u5ead\u306e\u4e8b\u60c5 \/ \u901a\u9662\u30fb\u4f53\u8abf \/ \u5b66\u696d \/ \u79c1\u7528 \/ \u8a18\u8f09\u306a\u3057\uff09\u3060\u3051\u3092 reason_category \u306b\u5165\u308c\u3001\n \u539f\u6587\u306e\u7406\u7531\u306f\u8ee2\u8a18\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u5f37\u3055\uff08\u7d76\u5bfe\u306b\u4e0d\u53ef\u304b\u3001\u3067\u304d\u308c\u3070\u907f\u3051\u305f\u3044\u304b\uff09\u306f\u3001\u66f8\u304b\u308c\u305f\u8868\u73fe\u304b\u3089\u5224\u65ad\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n \u5224\u65ad\u3067\u304d\u306a\u3044\u5834\u5408\u306f \"unknown\" \u3068\u3057\u3001needs_confirmation \u306b\u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002\n \u300c\u3067\u304d\u308c\u3070\u300d\u3068\u52dd\u624b\u306b\u5f31\u3081\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u5065\u5eb7\u72b6\u614b\u306b\u95a2\u3059\u308b\u8a18\u8ff0\u304c\u3042\u3063\u305f\u5834\u5408\u306f\u3001\n health_related \u3092 true \u306b\u3057\u3001\u5185\u5bb9\u306f\u8ee2\u8a18\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n \u7ba1\u7406\u8005\u304c\u672c\u4eba\u3068\u500b\u5225\u306b\u8a71\u3059\u5bfe\u8c61\u3068\u3057\u3066\u5370\u3092\u4ed8\u3051\u308b\u3060\u3051\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n- \u6642\u9593\u5e2f\u306f\u3001\u4e0b\u8a18\u306e\u52e4\u52d9\u533a\u5206\u306e\u540d\u79f0\u306e\u307f\u3092\u4f7f\u3063\u3066\u304f\u3060\u3055\u3044\u3002\n \u65b0\u3057\u3044\u533a\u5206\u3092\u4f5c\u3089\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u52e4\u52d9\u533a\u5206\u3011\n\u65e5\u52e4\uff088:00-17:00\uff09\/ \u6e96\u591c\u52e4\uff0816:00-1:00\uff09\/ \u591c\u52e4\uff080:00-9:00\uff09\n\n\u3010\u5bfe\u8c61\u6708\u3011\n{target_month}\uff08{start_date} \u301c {end_date}\uff09\n\n\u3010\u5f93\u696d\u54e1\u3011\n{employee_name}\uff08{department}\uff09\n\n\u3010\u81ea\u7531\u8a18\u8ff0\u3011\n{free_text}\n```\n\n\u7af6\u5408\u306e\u8aac\u660e\uff1a\n\n```\n\u3042\u306a\u305f\u306f\u3001\u30b7\u30d5\u30c8\u4f5c\u6210\u306e\u62c5\u5f53\u8005\u3092\u652f\u63f4\u3059\u308b\u62c5\u5f53\u8005\u3067\u3059\u3002\n\u6761\u4ef6\u3092\u6e80\u305f\u3059\u5272\u308a\u5f53\u3066\u304c\u898b\u3064\u304b\u3089\u306a\u304b\u3063\u305f\u539f\u56e0\u3092\u3001\u7ba1\u7406\u8005\u306b\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u53b3\u5b88\u4e8b\u9805\u3011\n- \u3042\u306a\u305f\u304c\u5272\u308a\u5f53\u3066\u3092\u63d0\u6848\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n \u300cA\u3055\u3093\u3092\u591c\u52e4\u306b\u5165\u308c\u308c\u3070\u89e3\u6c7a\u3057\u307e\u3059\u300d\u3068\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n \u3069\u306e\u6761\u4ef6\u3068\u3069\u306e\u6761\u4ef6\u304c\u3076\u3064\u304b\u3063\u3066\u3044\u308b\u304b\u3060\u3051\u3092\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n- \u5165\u529b\u306b\u542b\u307e\u308c\u308b\u300c\u5916\u3059\u3068\u89e3\u3051\u308b\u3088\u3046\u306b\u306a\u3063\u305f\u5236\u7d04\u300d\u306e\u60c5\u5831\u3060\u3051\u3092\u4f7f\u3063\u3066\u304f\u3060\u3055\u3044\u3002\n \u305d\u308c\u4ee5\u5916\u306e\u63a8\u6e2c\u3092\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u8aac\u660e\u306b\u306f\u3001\u5177\u4f53\u7684\u306a\u65e5\u4ed8\u30fb\u5de5\u7a0b\u30fb\u4eba\u6570\u3092\u542b\u3081\u3066\u304f\u3060\u3055\u3044\u3002\n \u300c\u4eba\u624b\u304c\u8db3\u308a\u307e\u305b\u3093\u300d\u3060\u3051\u3067\u306f\u884c\u52d5\u3067\u304d\u307e\u305b\u3093\u3002\n- \u7ba1\u7406\u8005\u304c\u53d6\u308c\u308b\u9078\u629e\u80a2\u3092\u3001\u4e0b\u8a18\u306e4\u3064\u304b\u3089\u8a72\u5f53\u3059\u308b\u3082\u306e\u3060\u3051\u6319\u3052\u3066\u304f\u3060\u3055\u3044\u3002\n \u65b0\u3057\u3044\u9078\u629e\u80a2\u3092\u4f5c\u3089\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n \uff081\uff09\u5fc5\u8981\u4eba\u6570\u3092\u898b\u76f4\u3059\uff082\uff09\u4ed6\u306e\u8ab2\u3078\u5fdc\u63f4\u3092\u4f9d\u983c\u3059\u308b\n \uff083\uff09\u5e0c\u671b\u3092\u65ad\u308b\uff084\uff09\u52e4\u52d9\u533a\u5206\u306e\u5272\u308a\u65b9\u3092\u5909\u3048\u308b\n\n\u3010\u8a08\u7b97\u306e\u7d50\u679c\u3011\n{infeasibility_analysis}\n\n\u3010\u5bfe\u8c61\u6708\u306e\u6761\u4ef6\u3011\n{constraints_summary}\n```\n\n**\u300c\u3042\u306a\u305f\u304c\u5272\u308a\u5f53\u3066\u3092\u63d0\u6848\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u300d\u306e1\u884c\u304c\u91cd\u8981\u3067\u3059\u3002** LLM\u304c\u63d0\u6848\u3057\u305f\u5272\u308a\u5f53\u3066\u306f\u3001\u4ed6\u306e\u5236\u7d04\u3092\u7834\u3063\u3066\u3044\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002\u7ba1\u7406\u8005\u304c\u6761\u4ef6\u3092\u5909\u3048\u3066\u89e3\u304d\u76f4\u3059\u306e\u304c\u6b63\u3057\u3044\u624b\u9806\u3067\u3059\u3002\n\n**\u81ea\u7531\u8a18\u8ff0\u306e\u5909\u63db\u3067\u300c\u7406\u7531\u306e\u539f\u6587\u3092\u8ee2\u8a18\u3057\u306a\u3044\u300d\u3068\u3057\u3066\u3044\u308b\u306e\u306f\u3001\u610f\u56f3\u7684\u3067\u3059\u3002** \u30b7\u30d5\u30c8\u5e0c\u671b\u306e\u7406\u7531\u306b\u306f\u3001\u901a\u9662\u3001\u5bb6\u65cf\u306e\u4ecb\u8b77\u3001\u5b50\u3069\u3082\u306e\u4e8b\u60c5\u3068\u3044\u3063\u305f\u79c1\u7684\u306a\u60c5\u5831\u304c\u66f8\u304b\u308c\u307e\u3059\u3002**\u3053\u308c\u3092\u8a08\u7b97\u306b\u4f7f\u3046\u5fc5\u8981\u306f\u3042\u308a\u307e\u305b\u3093\u3002** \u5fc5\u8981\u306a\u306e\u306f\u300c\u305d\u306e\u65e5\u306e\u305d\u306e\u6642\u9593\u5e2f\u304c\u4e0d\u53ef\u304b\u3069\u3046\u304b\u300d\u3068\u300c\u305d\u306e\u5f37\u3055\u300d\u3060\u3051\u3067\u3059\u3002","output_data":"\u81ea\u7531\u8a18\u8ff0\u306e\u5909\u63db\uff1a\n\n```json\n{\n \"employee_id\": \"\",\n \"requests\": [\n {\n \"dates\": [],\n \"shift_types\": [],\n \"availability\": \"unavailable | prefer_not | prefer\",\n \"strength\": \"strong | weak | unknown\",\n \"reason_category\": \"family | health | study | private | not_stated\",\n \"health_related\": false,\n \"source_text_hash\": \"\"\n }\n ],\n \"needs_confirmation\": []\n}\n```\n\n\u8a08\u7b97\u7d50\u679c\uff1a\n\n```json\n{\n \"status\": \"optimal | feasible | infeasible\",\n \"assignments\": [\n { \"date\": \"\", \"shift_type\": \"\", \"process\": \"\", \"employee_id\": \"\" }\n ],\n \"hard_constraints_satisfied\": true,\n \"soft_constraint_penalties\": {\n \"understaffed_slots\": [],\n \"requests_denied\": [],\n \"night_shift_imbalance\": 0,\n \"consecutive_days_near_limit\": []\n },\n \"fairness\": {\n \"night_shifts_per_employee\": {},\n \"requests_granted_rate\": 0\n },\n \"solve_time_seconds\": 0\n}\n```\n\n**`source_text_hash` \u3092\u6301\u3064\u306e\u306f\u3001\u539f\u6587\u305d\u306e\u3082\u306e\u3092\u4fdd\u5b58\u305b\u305a\u306b\u3001\u5f8c\u304b\u3089\u300c\u3069\u306e\u8a18\u8ff0\u304b\u3089\u5909\u63db\u3057\u305f\u304b\u300d\u3092\u7167\u5408\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u305f\u3081**\u3067\u3059\u3002\u7ba1\u7406\u8005\u304c\u78ba\u8a8d\u3059\u308b\u3068\u304d\u306f\u3001\u539f\u6587\u3068\u5909\u63db\u7d50\u679c\u3092\u4e26\u3079\u3066\u898b\u307e\u3059\u304c\u3001**\u8a08\u7b97\u306e\u5165\u529b\u30c7\u30fc\u30bf\u3068\u3057\u3066\u306f\u539f\u6587\u3092\u6301\u3061\u56de\u308a\u307e\u305b\u3093\u3002**\n\n**`soft_constraint_penalties` \u306e\u4e2d\u8eab\u304c\u3001\u7ba1\u7406\u8005\u304c\u898b\u308b\u4e3b\u306a\u60c5\u5831\u3067\u3059\u3002** \u300c\u3069\u3053\u304c\u4eba\u6570\u4e0d\u8db3\u304b\u300d\u300c\u8ab0\u306e\u5e0c\u671b\u3092\u65ad\u3063\u305f\u304b\u300d\u300c\u591c\u52e4\u304c\u504f\u3063\u3066\u3044\u306a\u3044\u304b\u300d\u304c\u4e26\u3073\u307e\u3059\u3002**\u7f70\u70b9\u306e\u5408\u8a08\u5024\u3060\u3051\u3092\u51fa\u3057\u3066\u3082\u4f7f\u3048\u307e\u305b\u3093\u3002**\n\n\u306a\u304a\u3001Claude API \u306b\u306f\u51fa\u529b\u3092JSON\u30b9\u30ad\u30fc\u30de\u306b\u6cbf\u308f\u305b\u308b**\u69cb\u9020\u5316\u51fa\u529b**\u306e\u6a5f\u80fd\u304c\u3042\u308a\u307e\u3059\uff082026-09-15\u6642\u70b9\u3067\u306f\u30d9\u30fc\u30bf\u6a5f\u80fd\u3068\u3057\u3066\u63d0\u4f9b\uff09\u3002\u81ea\u7531\u8a18\u8ff0\u306e\u5909\u63db\u306e\u3088\u3046\u306b\u5f62\u306e\u5d29\u308c\u304c\u5f8c\u6bb5\u3092\u58ca\u3059\u51e6\u7406\u3067\u306f\u3001\u5229\u7528\u3067\u304d\u308b\u3068\u5b89\u5168\u3067\u3059\u3002","integration_systems":"| \u3064\u306a\u3050\u5148 | \u5185\u5bb9 |\n|:--|:--|\n| \u30d5\u30a9\u30fc\u30e0\uff0f\u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8 | \u30b7\u30d5\u30c8\u5e0c\u671b\u3092\u53d7\u3051\u53d6\u308b |\n| \u4eba\u4e8b\u30b7\u30b9\u30c6\u30e0\uff08\u8aad\u307f\u53d6\u308a\uff09 | \u5f93\u696d\u54e1\u30de\u30b9\u30bf\u3068\u8cc7\u683c\u306e\u4fdd\u6709\u72b6\u6cc1\u3092\u53d6\u5f97\u3059\u308b |\n| \u52e4\u6020\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\uff08\u8aad\u307f\u53d6\u308a\uff09 | \u904e\u53bb\u306e\u52e4\u52d9\u5b9f\u7e3e\u3092\u53d6\u5f97\u3059\u308b |\n| \u751f\u7523\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\uff08\u8aad\u307f\u53d6\u308a\uff09 | \u7fcc\u6708\u306e\u751f\u7523\u8a08\u753b\u304b\u3089\u5fc5\u8981\u4eba\u6570\u3092\u7b97\u51fa\u3059\u308b |\n| \u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8 | \u539f\u6848\u3092\u51fa\u3059\u3002\u7ba1\u7406\u8005\u306e\u8abf\u6574\u3082\u3053\u3053\u3067\u884c\u3046 |\n| \u52e4\u6020\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\uff08\u66f8\u304d\u8fbc\u307f\uff09 | \u78ba\u5b9a\u3057\u305f\u30b7\u30d5\u30c8\u3092\u767b\u9332\u3059\u308b\uff08**\u78ba\u5b9a\u5f8c\u306e\u307f**\uff09 |\n\n**\u78ba\u5b9a\u524d\u306e\u30b7\u30d5\u30c8\u3092\u52e4\u6020\u30b7\u30b9\u30c6\u30e0\u306b\u66f8\u304d\u8fbc\u307e\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u539f\u6848\u306e\u6bb5\u968e\u3067\u66f8\u304d\u8fbc\u3080\u3068\u3001\u5f93\u696d\u54e1\u304c\u898b\u3066\u6df7\u4e71\u3057\u307e\u3059\u3002\u78ba\u5b9a\u306f\u7ba1\u7406\u8005\u306e\u64cd\u4f5c\u3092\u8d77\u70b9\u306b\u3057\u307e\u3059\u3002","human_review":"**\u539f\u6848\u306f\u5fc5\u305a\u7ba1\u7406\u8005\u304c\u78ba\u8a8d\u3057\u3001\u78ba\u5b9a\u3057\u307e\u3059\u3002\u81ea\u52d5\u78ba\u5b9a\u3057\u307e\u305b\u3093\u3002**\n\n\u78ba\u8a8d\u3059\u308b\u306e\u306f\u6b21\u306e\u70b9\u3067\u3059\u3002\n\n| \u78ba\u8a8d\u3059\u308b\u70b9 | \u898b\u308b\u5834\u6240 |\n|:--|:--|\n| \u4eba\u6570\u304c\u8584\u3044\u67a0\u304c\u306a\u3044\u304b | `understaffed_slots` |\n| \u8ab0\u306e\u5e0c\u671b\u3092\u65ad\u3063\u305f\u304b | `requests_denied` |\n| \u591c\u52e4\u306e\u56de\u6570\u304c\u504f\u3063\u3066\u3044\u306a\u3044\u304b | `night_shifts_per_employee` |\n| \u9023\u7d9a\u52e4\u52d9\u304c\u4e0a\u9650\u306b\u8fd1\u3044\u4eba\u304c\u3044\u306a\u3044\u304b | `consecutive_days_near_limit` |\n| `health_related` \u306e\u5370\u304c\u4ed8\u3044\u305f\u4eba\u306e\u6271\u3044 | \u5909\u63db\u7d50\u679c\u306e\u4e00\u89a7 |\n| \u73fe\u5834\u306e\u4e8b\u60c5\uff08\u4eba\u9593\u95a2\u4fc2\u3001\u6559\u80b2\u4e2d\u306e\u7d44\u307f\u5408\u308f\u305b\uff09 | \u539f\u6848\u306e\u5168\u4f53 |\n\n**\u6700\u5f8c\u306e\u9805\u76ee\u306f\u5236\u7d04\u306b\u66f8\u3051\u307e\u305b\u3093\u3002** \u300c\u3053\u306e2\u4eba\u306f\u540c\u3058\u73ed\u306b\u3057\u306a\u3044\u300d\u300c\u65b0\u4eba\u306f\u30d9\u30c6\u30e9\u30f3\u3068\u7d44\u307e\u305b\u308b\u300d\u3068\u3044\u3063\u305f\u4e8b\u60c5\u306f\u3001\u66f8\u3051\u308b\u3082\u306e\u306f\u5236\u7d04\u306b\u3057\u307e\u3059\u304c\u3001\u66f8\u304d\u304d\u308c\u306a\u3044\u3082\u306e\u304c\u5fc5\u305a\u6b8b\u308a\u307e\u3059\u3002**\u7ba1\u7406\u8005\u304c\u898b\u3066\u76f4\u3059\u4f59\u5730\u3092\u6b8b\u3057\u3066\u304f\u3060\u3055\u3044\u3002**\n\n**\u624b\u3067\u76f4\u3057\u305f\u3089\u3001\u5fc5\u305a\u518d\u8a08\u7b97\u3057\u3066\u304f\u3060\u3055\u3044\u3002** 1\u304b\u6240\u3092\u76f4\u3059\u3068\u6cd5\u4ee4\u306e\u6761\u4ef6\u304c\u5d29\u308c\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002**\u624b\u76f4\u3057\u5f8c\u306e\u30b7\u30d5\u30c8\u306b\u3064\u3044\u3066\u3001\u30cf\u30fc\u30c9\u5236\u7d04\u3092\u6e80\u305f\u3057\u3066\u3044\u308b\u304b\u3092\u691c\u8a3c\u3059\u308b\u51e6\u7406\u3092\u7528\u610f\u3057\u3066\u304f\u3060\u3055\u3044\u3002** \u3053\u308c\u304c\u306a\u3044\u3068\u3001\u5236\u7d04\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u3092\u4f7f\u3046\u610f\u5473\u304c\u534a\u6e1b\u3057\u307e\u3059\u3002","exception_handling":"| \u8d77\u304d\u308b\u3053\u3068 | \u5bfe\u5fdc |\n|:--|:--|\n| \u89e3\u304c\u898b\u3064\u304b\u3089\u306a\u3044\uff08\u5b9f\u884c\u4e0d\u53ef\u80fd\uff09 | \u30cf\u30fc\u30c9\u5236\u7d04\u30921\u3064\u305a\u3064\u5916\u3057\u3066\u89e3\u304d\u76f4\u3057\u3001\u7af6\u5408\u3092\u7279\u5b9a\u3059\u308b\u3002**\u5fc5\u8981\u4eba\u6570\u306f\u30bd\u30d5\u30c8\u5236\u7d04\u306b\u3057\u3066\u304a\u304f** |\n| \u8a08\u7b97\u304c\u6642\u9593\u5185\u306b\u7d42\u308f\u3089\u306a\u3044 | \u5236\u9650\u6642\u9593\u3092\u8a2d\u3051\u3066\u3001\u305d\u306e\u6642\u70b9\u306e\u6700\u826f\u89e3\u3092\u8fd4\u3059\u3002`status: feasible` \u3068\u3057\u3066\u51fa\u3059 |\n| \u81ea\u7531\u8a18\u8ff0\u306e\u65e5\u4ed8\u304c\u7279\u5b9a\u3067\u304d\u306a\u3044 | \u5909\u63db\u305b\u305a\u3001\u78ba\u8a8d\u4e8b\u9805\u3068\u3057\u3066\u7ba1\u7406\u8005\u306b\u51fa\u3059 |\n| \u5e0c\u671b\u306e\u7de0\u3081\u5207\u308a\u5f8c\u306b\u5909\u66f4\u304c\u6765\u308b | \u518d\u8a08\u7b97\u3059\u308b\u3002**\u78ba\u5b9a\u5f8c\u306e\u5909\u66f4\u306f\u539f\u6848\u4f5c\u6210\u3068\u306f\u5225\u306e\u904b\u7528\uff08\u4ea4\u66ff\u306e\u7533\u3057\u51fa\uff09\u306b\u3059\u308b** |\n| \u8cc7\u683c\u8005\u304c\u8db3\u308a\u305a\u3001\u5de5\u7a0b\u306b\u4eba\u3092\u914d\u7f6e\u3067\u304d\u306a\u3044 | \u30cf\u30fc\u30c9\u5236\u7d04\u306a\u306e\u3067\u89e3\u306a\u3057\u306b\u306a\u308b\u3002\u7af6\u5408\u3068\u3057\u3066\u63d0\u793a\u3057\u3001\u5fdc\u63f4\u306e\u4f9d\u983c\u3092\u4fc3\u3059 |\n| \u6642\u9593\u5916\u52b4\u50cd\u306e\u4e0a\u9650\u306b\u5f53\u305f\u308b\u4eba\u304c\u3044\u308b | \u30cf\u30fc\u30c9\u5236\u7d04\u3068\u3057\u3066\u5916\u3059\u3002**\u6cd5\u4ee4\u306e\u4e0a\u9650\u306f\u7834\u3089\u305b\u306a\u3044** |\n| \u5065\u5eb7\u306b\u95a2\u3059\u308b\u8a18\u8ff0\u304c\u3042\u3063\u305f | \u5185\u5bb9\u3092\u8ee2\u8a18\u305b\u305a\u3001\u7ba1\u7406\u8005\u304c\u672c\u4eba\u3068\u500b\u5225\u306b\u8a71\u3059\u5bfe\u8c61\u3068\u3057\u3066\u5370\u3092\u4ed8\u3051\u308b |\n| \u540c\u3058\u4eba\u306b\u591c\u52e4\u304c\u96c6\u4e2d\u3059\u308b | \u30bd\u30d5\u30c8\u5236\u7d04\u306e\u91cd\u307f\u3092\u4e0a\u3052\u3066\u518d\u8a08\u7b97\u3059\u308b\u3002**\u81ea\u52d5\u3067\u5747\u7b49\u5316\u3059\u308b\u3068\u5225\u306e\u6761\u4ef6\u304c\u5d29\u308c\u308b\u306e\u3067\u3001\u7ba1\u7406\u8005\u306b\u9078\u3070\u305b\u308b** |\n| \u751f\u7523\u8a08\u753b\u304c\u7fcc\u6708\u5206\u307e\u3067\u78ba\u5b9a\u3057\u3066\u3044\u306a\u3044 | \u524d\u6708\u5b9f\u7e3e\u3092\u66ab\u5b9a\u306e\u5fc5\u8981\u4eba\u6570\u3068\u3057\u3066\u4f7f\u3044\u3001\u78ba\u5b9a\u5f8c\u306b\u518d\u8a08\u7b97\u3059\u308b |\n| \u7ba1\u7406\u8005\u304c\u624b\u3067\u76f4\u3057\u305f\u7d50\u679c\u3001\u6cd5\u4ee4\u306e\u6761\u4ef6\u3092\u7834\u3063\u305f | \u624b\u76f4\u3057\u5f8c\u306e\u691c\u8a3c\u51e6\u7406\u3067\u691c\u51fa\u3057\u3001\u8b66\u544a\u3059\u308b |","log_storage":"- \u30b7\u30d5\u30c8\u5e0c\u671b\u306e\u539f\u6587\uff08**\u7ba1\u7406\u8005\u306e\u78ba\u8a8d\u7528\u3002\u8a08\u7b97\u306b\u306f\u4f7f\u308f\u306a\u3044\u3002\u5bfe\u8c61\u6708\u306e\u7d42\u4e86\u5f8c\u306b\u524a\u9664\u3059\u308b**\uff09\n- \u5909\u63db\u5f8c\u306e\u5236\u7d04\uff08`source_text_hash` \u3064\u304d\uff09\n- \u5236\u7d04\u306e\u8a2d\u5b9a\uff08\u30cf\u30fc\u30c9\uff0f\u30bd\u30d5\u30c8\u306e\u5206\u985e\u3068\u91cd\u307f\uff09\n- \u8a08\u7b97\u7d50\u679c\uff08`assignments` \u3068 `soft_constraint_penalties`\uff09\n- \u7ba1\u7406\u8005\u304c\u624b\u3067\u76f4\u3057\u305f\u5185\u5bb9\u3068\u3001\u305d\u306e\u7406\u7531\n- \u78ba\u5b9a\u3057\u305f\u30b7\u30d5\u30c8\u8868\n- \u672c\u4eba\u3078\u306e\u8aac\u660e\u6587\u3068\u3001\u305d\u306e\u9001\u4fe1\u8a18\u9332\n\n**\u300c\u7ba1\u7406\u8005\u304c\u624b\u3067\u76f4\u3057\u305f\u5185\u5bb9\u3068\u3001\u305d\u306e\u7406\u7531\u300d\u304c\u3001\u3053\u306e\u69cb\u6210\u306e\u8cc7\u7523\u3067\u3059\u3002** \u300c\u3053\u306e\u5de5\u7a0b\u306b\u306f\u65b0\u4eba\u30921\u4eba\u307e\u3067\u3057\u304b\u5165\u308c\u306a\u3044\u300d\u3068\u3044\u3063\u305f\u3001\u5236\u7d04\u306b\u66f8\u3051\u3066\u3044\u306a\u304b\u3063\u305f\u6761\u4ef6\u304c\u898b\u3048\u3066\u304d\u307e\u3059\u3002**\u305d\u308c\u3092\u5236\u7d04\u3068\u3057\u3066\u66f8\u304d\u8db3\u3057\u3066\u3044\u3051\u3070\u3001\u624b\u76f4\u3057\u306f\u6e1b\u308a\u307e\u3059\u3002**\n\n**\u30b7\u30d5\u30c8\u5e0c\u671b\u306e\u539f\u6587\u306f\u3001\u5bfe\u8c61\u6708\u304c\u7d42\u308f\u3063\u305f\u3089\u6d88\u3057\u3066\u304f\u3060\u3055\u3044\u3002** \u7406\u7531\u306e\u6b04\u306b\u306f\u79c1\u7684\u306a\u60c5\u5831\u304c\u66f8\u304b\u308c\u307e\u3059\u3002\u6b8b\u3059\u7406\u7531\u304c\u3042\u308a\u307e\u305b\u3093\u3002","implementation_level":"\u672c\u683c\u69cb\u6210","difficulty":4,"cost_band":"\u5927","cost_level_label":"\u500b\u5225\u958b\u767a","security_level":"\u9ad8","implementation_status":"\u69cb\u6210\u4f8b","assumption_people":5,"assumption_frequency":5,"assumption_workdays":20,"volume_month":5,"before_minutes_per_case":600,"after_minutes_per_case":180,"hourly_cost":3500,"before_hours_month":50,"after_hours_month":15,"saved_hours_month":35,"reduction_rate":70,"saved_hours_year":420,"annual_cost_effect":1470000,"summary":"\u5de5\u7a0b\u3054\u3068\u306e\u5fc5\u8981\u4eba\u6570\u3001\u8cc7\u683c\u3001\u6cd5\u4ee4\u306e\u5236\u7d04\u3001\u672c\u4eba\u306e\u4f11\u307f\u5e0c\u671b\u3092\u5165\u529b\u306b\u3001\u6761\u4ef6\u3092\u6e80\u305f\u3059\u30b7\u30d5\u30c8\u8868\u306e\u539f\u6848\u3092\u4f5c\u308a\u307e\u3059\u3002\u7ba1\u7406\u8005\u306e\u4f5c\u696d\u306f\u3001\u767d\u7d19\u306e\u8868\u3092\u57cb\u3081\u3066\u4f55\u5ea6\u3082\u7d44\u307f\u76f4\u3059\u3053\u3068\u304b\u3089\u3001\u51fa\u3066\u304d\u305f\u539f\u6848\u3092\u898b\u3066\u8abf\u6574\u3059\u308b\u3053\u3068\u306b\u5909\u308f\u308a\u307e\u3059\u3002","before_flow":"1. \u7fcc\u6708\u306e\u30b7\u30d5\u30c8\u5e0c\u671b\u3092\u3001\u7de0\u3081\u5207\u308a\u3092\u6c7a\u3081\u3066\u96c6\u3081\u308b\uff08\u7d19\u306e\u7528\u7d19\u3001\u30c1\u30e3\u30c3\u30c8\u3001\u53e3\u982d\uff09\n2. \u7ba1\u7406\u8005\u304c\u5e0c\u671b\u3092Excel\u306b\u8ee2\u8a18\u3059\u308b\n3. \u5de5\u7a0b\u3054\u3068\u30fb\u6642\u9593\u5e2f\u3054\u3068\u306e\u5fc5\u8981\u4eba\u6570\u3092\u78ba\u8a8d\u3059\u308b\n4. \u8cc7\u683c\u306e\u8981\u308b\u5de5\u7a0b\u306b\u3064\u3044\u3066\u3001\u6709\u8cc7\u683c\u8005\u306e\u4e00\u89a7\u3092\u78ba\u8a8d\u3059\u308b\n5. Excel\u306e\u8868\u306b\u3001\u4eba\u30921\u4eba\u305a\u3064\u5272\u308a\u5f53\u3066\u3066\u3044\u304f\n6. \u5fc5\u8981\u4eba\u6570\u304c\u8db3\u308a\u306a\u3044\u67a0\u304c\u51fa\u305f\u3089\u3001\u5e0c\u671b\u3092\u65ad\u3063\u3066\u57cb\u3081\u308b\n7. \u591c\u52e4\u306e\u56de\u6570\u304c\u504f\u3063\u3066\u3044\u306a\u3044\u304b\u3092\u76ee\u3067\u78ba\u8a8d\u3057\u3066\u76f4\u3059\n8. \u9023\u7d9a\u52e4\u52d9\u65e5\u6570\u3084\u4f11\u61a9\u306e\u6761\u4ef6\u3092\u6e80\u305f\u3057\u3066\u3044\u308b\u304b\u3092\u78ba\u8a8d\u3059\u308b\n9. \u5b8c\u6210\u3057\u305f\u30b7\u30d5\u30c8\u8868\u3092\u63b2\u793a\u3057\u3001\u5909\u66f4\u306b\u306a\u3063\u305f\u4eba\u306b\u500b\u5225\u306b\u8aac\u660e\u3059\u308b\n10. \u516c\u958b\u5f8c\u306e\u5909\u66f4\u4f9d\u983c\u306b\u3001\u305d\u306e\u90fd\u5ea6\u5bfe\u5fdc\u3059\u308b\n\n\u554f\u984c\u306f5\u3064\u3042\u308a\u307e\u3059\u3002\n\n**\uff08a\uff09\u5e0c\u671b\u306e\u8aad\u307f\u53d6\u308a\u306b\u6642\u9593\u304c\u304b\u304b\u308b\u3002** 50\u540d\u5206\u306e\u81ea\u7531\u8a18\u8ff0\u3092\u8aad\u307f\u3001\u300c\u3044\u3064\u3001\u3069\u306e\u6642\u9593\u5e2f\u304c\u3001\u306a\u305c\u4e0d\u53ef\u306a\u306e\u304b\u300d\u3092\u6574\u7406\u3059\u308b\u4f5c\u696d\u304c\u3001\u6bce\u67083\u6642\u9593\u304b\u304b\u308a\u307e\u3059\u3002\n\n**\uff08b\uff09\u7d44\u307f\u76f4\u3057\u304c\u9023\u9396\u3059\u308b\u3002** 1\u304b\u6240\u3092\u76f4\u3059\u3068\u3001\u5fc5\u8981\u4eba\u6570\u3084\u591c\u52e4\u56de\u6570\u306e\u6761\u4ef6\u304c\u5d29\u308c\u3001\u5225\u306e\u5834\u6240\u3092\u76f4\u3059\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002**5\u56de\u30016\u56de\u3068\u7d44\u307f\u76f4\u3059\u306e\u304c\u666e\u901a\u3067\u3059\u3002**\n\n**\uff08c\uff09\u5224\u65ad\u306e\u57fa\u6e96\u304c\u7ba1\u7406\u8005\u3054\u3068\u306b\u9055\u3046\u3002** \u5e0c\u671b\u3092\u65ad\u308b\u512a\u5148\u9806\u4f4d\u3001\u591c\u52e4\u56de\u6570\u306e\u8a31\u5bb9\u7bc4\u56f2\u3001\u8cc7\u683c\u8005\u306e\u914d\u7f6e\u306e\u8003\u3048\u65b9\u304c\u30015\u540d\u306e\u7ba1\u7406\u8005\u3067\u3070\u3089\u3070\u3089\u3067\u3059\u3002**\u7570\u52d5\u3059\u308b\u3068\u5f15\u304d\u7d99\u3052\u307e\u305b\u3093\u3002**\n\n**\uff08d\uff09\u6cd5\u4ee4\u306e\u6761\u4ef6\u3092\u76ee\u3067\u78ba\u8a8d\u3057\u3066\u3044\u308b\u3002** \u9023\u7d9a\u52e4\u52d9\u65e5\u6570\u3001\u4f11\u61a9\u6642\u9593\u3001\u52e4\u52d9\u9593\u306e\u30a4\u30f3\u30bf\u30fc\u30d0\u30eb\u3001\u6642\u9593\u5916\u52b4\u50cd\u306e\u4e0a\u9650\u3092\u3001\u5b8c\u6210\u5f8c\u306b\u76ee\u3067\u898b\u3066\u78ba\u304b\u3081\u3066\u3044\u307e\u3059\u3002\u898b\u843d\u3068\u305b\u3070\u305d\u306e\u307e\u307e\u904b\u7528\u3055\u308c\u307e\u3059\u3002\n\n**\uff08e\uff09\u5909\u66f4\u306e\u8aac\u660e\u304c\u3067\u304d\u306a\u3044\u3002** \u300c\u306a\u305c\u81ea\u5206\u306e\u5e0c\u671b\u304c\u901a\u3089\u306a\u304b\u3063\u305f\u306e\u304b\u300d\u3092\u805e\u304b\u308c\u3066\u3082\u3001\u7d44\u3093\u3060\u7d4c\u7def\u3092\u518d\u73fe\u3067\u304d\u306a\u3044\u305f\u3081\u3001\u7d0d\u5f97\u306e\u3044\u304f\u8aac\u660e\u304c\u3067\u304d\u307e\u305b\u3093\u3002","before_flow_steps":["\u7fcc\u6708\u306e\u30b7\u30d5\u30c8\u5e0c\u671b\u3092\u3001\u7de0\u3081\u5207\u308a\u3092\u6c7a\u3081\u3066\u96c6\u3081\u308b\uff08\u7d19\u306e\u7528\u7d19\u3001\u30c1\u30e3\u30c3\u30c8\u3001\u53e3\u982d\uff09","\u7ba1\u7406\u8005\u304c\u5e0c\u671b\u3092Excel\u306b\u8ee2\u8a18\u3059\u308b","\u5de5\u7a0b\u3054\u3068\u30fb\u6642\u9593\u5e2f\u3054\u3068\u306e\u5fc5\u8981\u4eba\u6570\u3092\u78ba\u8a8d\u3059\u308b","\u8cc7\u683c\u306e\u8981\u308b\u5de5\u7a0b\u306b\u3064\u3044\u3066\u3001\u6709\u8cc7\u683c\u8005\u306e\u4e00\u89a7\u3092\u78ba\u8a8d\u3059\u308b","Excel\u306e\u8868\u306b\u3001\u4eba\u30921\u4eba\u305a\u3064\u5272\u308a\u5f53\u3066\u3066\u3044\u304f","\u5fc5\u8981\u4eba\u6570\u304c\u8db3\u308a\u306a\u3044\u67a0\u304c\u51fa\u305f\u3089\u3001\u5e0c\u671b\u3092\u65ad\u3063\u3066\u57cb\u3081\u308b","\u591c\u52e4\u306e\u56de\u6570\u304c\u504f\u3063\u3066\u3044\u306a\u3044\u304b\u3092\u76ee\u3067\u78ba\u8a8d\u3057\u3066\u76f4\u3059","\u9023\u7d9a\u52e4\u52d9\u65e5\u6570\u3084\u4f11\u61a9\u306e\u6761\u4ef6\u3092\u6e80\u305f\u3057\u3066\u3044\u308b\u304b\u3092\u78ba\u8a8d\u3059\u308b","\u5b8c\u6210\u3057\u305f\u30b7\u30d5\u30c8\u8868\u3092\u63b2\u793a\u3057\u3001\u5909\u66f4\u306b\u306a\u3063\u305f\u4eba\u306b\u500b\u5225\u306b\u8aac\u660e\u3059\u308b","\u516c\u958b\u5f8c\u306e\u5909\u66f4\u4f9d\u983c\u306b\u3001\u305d\u306e\u90fd\u5ea6\u5bfe\u5fdc\u3059\u308b"],"after_flow":"1. \u5f93\u696d\u54e1\u304c\u30d5\u30a9\u30fc\u30e0\u304b\u3089\u30b7\u30d5\u30c8\u5e0c\u671b\u3092\u51fa\u3059\uff08\u81ea\u7531\u8a18\u8ff0\u306e\u6b04\u3092\u6b8b\u3059\uff09\n2. **\u3010\u81ea\u52d5\u3011** \u5e0c\u671b\u306e\u81ea\u7531\u8a18\u8ff0\u3092\u3001\u65e5\u4ed8\u3068\u6642\u9593\u5e2f\u3068\u7406\u7531\u306e\u533a\u5206\u306b\u5909\u63db\u3059\u308b\n3. **\u3010\u81ea\u52d5\u3011** \u5909\u63db\u306b\u8ff7\u3063\u305f\u3082\u306e\u3092\u3001\u78ba\u8a8d\u4e8b\u9805\u3068\u3057\u3066\u7ba1\u7406\u8005\u306b\u51fa\u3059\n4. **\u3010\u4eba\u3011** \u7ba1\u7406\u8005\u304c\u5909\u63db\u7d50\u679c\u3092\u78ba\u8a8d\u3057\u3001\u5fc5\u8981\u306a\u3089\u76f4\u3059\n5. **\u3010\u81ea\u52d5\u3011** \u5fc5\u8981\u4eba\u6570\u30fb\u8cc7\u683c\u30fb\u6cd5\u4ee4\u30fb\u5e0c\u671b\u30fb\u516c\u5e73\u6027\u306e\u6761\u4ef6\u3092\u5236\u7d04\u3068\u3057\u3066\u7d44\u307f\u7acb\u3066\u308b\n6. **\u3010\u81ea\u52d5\u3011** \u5236\u7d04\u3092\u6e80\u305f\u3059\u5272\u308a\u5f53\u3066\u3092\u8a08\u7b97\u3059\u308b\n7. **\u3010\u81ea\u52d5\u3011** \u89e3\u304c\u51fa\u306a\u3044\u5834\u5408\u306f\u3001\u3069\u306e\u6761\u4ef6\u304c\u7af6\u5408\u3057\u3066\u3044\u308b\u304b\u3092\u793a\u3059\n8. **\u3010\u4eba\u3011** \u7ba1\u7406\u8005\u304c\u7af6\u5408\u3059\u308b\u6761\u4ef6\u306e\u512a\u5148\u5ea6\u3092\u6c7a\u3081\u308b\uff08\u5e0c\u671b\u3092\u65ad\u308b\uff0f\u5fdc\u63f4\u3092\u983c\u3080\uff0f\u5fc5\u8981\u4eba\u6570\u3092\u898b\u76f4\u3059\uff09\n9. **\u3010\u81ea\u52d5\u3011** \u518d\u8a08\u7b97\u3057\u3001\u539f\u6848\u3092\u51fa\u3059\n10. **\u3010\u4eba\u3011** \u7ba1\u7406\u8005\u304c\u539f\u6848\u3092\u78ba\u8a8d\u3057\u3001\u6700\u7d42\u5224\u65ad\u3057\u3066\u78ba\u5b9a\u3059\u308b\n11. **\u3010\u81ea\u52d5\u3011** \u5e0c\u671b\u304c\u901a\u3089\u306a\u304b\u3063\u305f\u4eba\u3078\u306e\u8aac\u660e\u6587\u3092\u4f5c\u308b\n12. **\u3010\u4eba\u3011** \u7ba1\u7406\u8005\u304c\u78ba\u8a8d\u3057\u3066\u672c\u4eba\u306b\u4f1d\u3048\u308b\n\n\u81ea\u52d5\u5316\u3055\u308c\u308b\u306e\u306f\u300c\u8aad\u307f\u53d6\u308b\u300d\u300c\u5909\u63db\u3059\u308b\u300d\u300c\u5272\u308a\u5f53\u3066\u308b\u300d\u300c\u6761\u4ef6\u3092\u78ba\u304b\u3081\u308b\u300d\u300c\u8aac\u660e\u6587\u3092\u4f5c\u308b\u300d\u306e5\u3064\u3067\u3059\u3002**\u6b8b\u308b\u306e\u306f\u300c\u8ab0\u306e\u5e0c\u671b\u3092\u512a\u5148\u3059\u308b\u304b\u300d\u306e\u5224\u65ad\u3067\u3001\u3053\u308c\u306f\u7ba1\u7406\u8005\u306e\u4ed5\u4e8b\u3067\u3059\u3002**","after_flow_steps":["\u5f93\u696d\u54e1\u304c\u30d5\u30a9\u30fc\u30e0\u304b\u3089\u30b7\u30d5\u30c8\u5e0c\u671b\u3092\u51fa\u3059\uff08\u81ea\u7531\u8a18\u8ff0\u306e\u6b04\u3092\u6b8b\u3059\uff09","**\u3010\u81ea\u52d5\u3011** \u5e0c\u671b\u306e\u81ea\u7531\u8a18\u8ff0\u3092\u3001\u65e5\u4ed8\u3068\u6642\u9593\u5e2f\u3068\u7406\u7531\u306e\u533a\u5206\u306b\u5909\u63db\u3059\u308b","**\u3010\u81ea\u52d5\u3011** \u5909\u63db\u306b\u8ff7\u3063\u305f\u3082\u306e\u3092\u3001\u78ba\u8a8d\u4e8b\u9805\u3068\u3057\u3066\u7ba1\u7406\u8005\u306b\u51fa\u3059","**\u3010\u4eba\u3011** \u7ba1\u7406\u8005\u304c\u5909\u63db\u7d50\u679c\u3092\u78ba\u8a8d\u3057\u3001\u5fc5\u8981\u306a\u3089\u76f4\u3059","**\u3010\u81ea\u52d5\u3011** \u5fc5\u8981\u4eba\u6570\u30fb\u8cc7\u683c\u30fb\u6cd5\u4ee4\u30fb\u5e0c\u671b\u30fb\u516c\u5e73\u6027\u306e\u6761\u4ef6\u3092\u5236\u7d04\u3068\u3057\u3066\u7d44\u307f\u7acb\u3066\u308b","**\u3010\u81ea\u52d5\u3011** \u5236\u7d04\u3092\u6e80\u305f\u3059\u5272\u308a\u5f53\u3066\u3092\u8a08\u7b97\u3059\u308b","**\u3010\u81ea\u52d5\u3011** \u89e3\u304c\u51fa\u306a\u3044\u5834\u5408\u306f\u3001\u3069\u306e\u6761\u4ef6\u304c\u7af6\u5408\u3057\u3066\u3044\u308b\u304b\u3092\u793a\u3059","**\u3010\u4eba\u3011** \u7ba1\u7406\u8005\u304c\u7af6\u5408\u3059\u308b\u6761\u4ef6\u306e\u512a\u5148\u5ea6\u3092\u6c7a\u3081\u308b\uff08\u5e0c\u671b\u3092\u65ad\u308b\uff0f\u5fdc\u63f4\u3092\u983c\u3080\uff0f\u5fc5\u8981\u4eba\u6570\u3092\u898b\u76f4\u3059\uff09","**\u3010\u81ea\u52d5\u3011** \u518d\u8a08\u7b97\u3057\u3001\u539f\u6848\u3092\u51fa\u3059","**\u3010\u4eba\u3011** \u7ba1\u7406\u8005\u304c\u539f\u6848\u3092\u78ba\u8a8d\u3057\u3001\u6700\u7d42\u5224\u65ad\u3057\u3066\u78ba\u5b9a\u3059\u308b","**\u3010\u81ea\u52d5\u3011** \u5e0c\u671b\u304c\u901a\u3089\u306a\u304b\u3063\u305f\u4eba\u3078\u306e\u8aac\u660e\u6587\u3092\u4f5c\u308b","**\u3010\u4eba\u3011** \u7ba1\u7406\u8005\u304c\u78ba\u8a8d\u3057\u3066\u672c\u4eba\u306b\u4f1d\u3048\u308b"],"architecture":"```\n\u5f93\u696d\u54e1\uff08\u30b7\u30d5\u30c8\u5e0c\u671b\u306e\u63d0\u51fa\uff09\n \u2502\n \u25bc \u30d5\u30a9\u30fc\u30e0\uff08\u65e5\u4ed8\u30fb\u6642\u9593\u5e2f\u306e\u9078\u629e \uff0b \u81ea\u7531\u8a18\u8ff0\uff09\n \u2502\n \u25bc\u3010\u30c8\u30ea\u30ac\u30fc\u3011\u7de0\u3081\u5207\u308a\u7fcc\u65e5 \u671d6\u6642\uff08\u30b9\u30b1\u30b8\u30e5\u30fc\u30eb\uff09\nPython \u306e\u30d0\u30c3\u30c1\u51e6\u7406\n \u2502\n \u251c\u2500\u2500\u25b6 LLM API \u2500\u2500 \u81ea\u7531\u8a18\u8ff0\u3092\u5236\u7d04\u306b\u5909\u63db\n \u2502 \uff08\u300c\u5915\u65b9\u306f\u96e3\u3057\u3044\u300d\u2192 \u8a72\u5f53\u65e5\u306e\u6e96\u591c\u52e4\u3092\u4e0d\u53ef\uff09\n \u2502\n \u251c\u2500\u2500\u25b6 \u5236\u7d04\u306e\u7d44\u307f\u7acb\u3066\n \u2502 \u251c\u2500 \u5fc5\u8981\u4eba\u6570\uff08\u5de5\u7a0b \u00d7 \u6642\u9593\u5e2f \u00d7 \u65e5\uff09\n \u2502 \u251c\u2500 \u8cc7\u683c\u8981\u4ef6\uff08\u5de5\u7a0b\u3054\u3068\u306e\u6709\u8cc7\u683c\u8005\u306e\u307f\uff09\n \u2502 \u251c\u2500 \u6cd5\u4ee4\uff08\u9023\u7d9a\u52e4\u52d9\u65e5\u6570\u30fb\u4f11\u61a9\u30fb\u30a4\u30f3\u30bf\u30fc\u30d0\u30eb\u30fb\u6642\u9593\u5916\u306e\u4e0a\u9650\uff09\n \u2502 \u251c\u2500 \u672c\u4eba\u306e\u5e0c\u671b\uff08\u512a\u5148\u5ea6\u3064\u304d\uff09\n \u2502 \u2514\u2500 \u516c\u5e73\u6027\uff08\u591c\u52e4\u56de\u6570\u30fb\u4f11\u65e5\u306e\u504f\u308a\uff09\n \u2502\n \u251c\u2500\u2500\u25b6 \u5236\u7d04\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u3067\u89e3\u304f\uff08AI\u306f\u4f7f\u308f\u306a\u3044\uff09\n \u2502\n \u251c\u2500\u2500\u25b6 \u89e3\u304c\u51fa\u306a\u3044\u5834\u5408 \u2500\u2500 \u7af6\u5408\u3059\u308b\u5236\u7d04\u3092\u7279\u5b9a\n \u2502 \u2514\u2500\u2500\u25b6 LLM API \u2500\u2500 \u7af6\u5408\u306e\u5185\u5bb9\u3092\u7ba1\u7406\u8005\u306b\u8aac\u660e\n \u2502\n \u25bc\n\u30b7\u30d5\u30c8\u539f\u6848 \u2500\u2500\u3010\u7ba1\u7406\u8005\u304c\u78ba\u8a8d\u30fb\u8abf\u6574\u30fb\u78ba\u5b9a\u3011\n \u2502\n \u251c\u2500\u2500\u25b6 LLM API \u2500\u2500 \u5e0c\u671b\u304c\u901a\u3089\u306a\u304b\u3063\u305f\u4eba\u3078\u306e\u8aac\u660e\u6587\n \u2502\n \u25bc\n\u30b7\u30d5\u30c8\u8868\u306e\u63b2\u793a \uff0b \u52e4\u6020\u30b7\u30b9\u30c6\u30e0\u3078\u306e\u767b\u9332\n```\n\n| \u5f79\u5272 | \u60f3\u5b9a\u3059\u308b\u88fd\u54c1 | \u4ee3\u66ff\u5019\u88dc |\n|:--|:--|:--|\n| \u5b9f\u884c\u74b0\u5883 | Python\uff08OR-Tools \u306e CP-SAT \u30bd\u30eb\u30d0\u30fc\uff09 | \u5546\u7528\u306e\u6700\u9069\u5316\u30bd\u30eb\u30d0\u30fc\u3001\u500b\u5225\u5b9f\u88c5 |\n| \u751f\u6210AI | Claude API | OpenAI API\u3001Gemini API |\n| \u5e0c\u671b\u306e\u53d7\u4ed8 | Google \u30d5\u30a9\u30fc\u30e0 | Microsoft Forms\u3001\u793e\u5185\u306e\u7533\u8acb\u30b7\u30b9\u30c6\u30e0 |\n| \u51fa\u529b\u5148 | Google \u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8 | Excel\u3001\u52e4\u6020\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0 |\n\n**\u30b7\u30d5\u30c8\u4f5c\u6210\u306e\u6a5f\u80fd\u3092\u6301\u3064\u52e4\u6020\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\u3084\u30b7\u30d5\u30c8\u7ba1\u7406SaaS\u304c\u3042\u308b\u306a\u3089\u3001\u307e\u305a\u305d\u308c\u3092\u691c\u8a0e\u3057\u3066\u304f\u3060\u3055\u3044\u3002** \u696d\u7a2e\u306b\u7279\u5316\u3057\u305f\u88fd\u54c1\uff08\u4ecb\u8b77\u306e\u4eba\u54e1\u914d\u7f6e\u57fa\u6e96\u306b\u5bfe\u5fdc\u3057\u305f\u3082\u306e\u3001\u5c0f\u58f2\u306e\u58f2\u4e0a\u4e88\u6e2c\u3068\u9023\u52d5\u3059\u308b\u3082\u306e\u306a\u3069\uff09\u304c\u5b58\u5728\u3057\u307e\u3059\u3002**\u81ea\u524d\u3067\u7d44\u3080\u4fa1\u5024\u304c\u3042\u308b\u306e\u306f\u3001\u81ea\u793e\u56fa\u6709\u306e\u5236\u7d04\uff08\u5de5\u7a0b\u3068\u8cc7\u683c\u306e\u7d44\u307f\u5408\u308f\u305b\u3001\u5fdc\u63f4\u306e\u30eb\u30fc\u30eb\u3001\u516c\u5e73\u6027\u306e\u8003\u3048\u65b9\uff09\u304c\u88fd\u54c1\u306e\u60f3\u5b9a\u3068\u5408\u308f\u306a\u3044\u5834\u5408\u3067\u3059\u3002**\n\n**Python \u3092\u9078\u3093\u3060\u306e\u306f\u3001\u5236\u7d04\u306e\u8a18\u8ff0\u3068\u696d\u52d9\u30eb\u30fc\u30eb\u30921\u304b\u6240\u306b\u66f8\u3051\u308b\u305f\u3081\u3067\u3059\u3002** OR-Tools \u306e CP-SAT \u30bd\u30eb\u30d0\u30fc\u306f\u3001\u5236\u7d04\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u3068SAT\u30bd\u30eb\u30d0\u30fc\u3092\u7d44\u307f\u5408\u308f\u305b\u305f\u3082\u306e\u3067\u3001\u5f93\u696d\u54e1\u306e\u30b7\u30d5\u30c8\u4f5c\u6210\u306e\u3088\u3046\u306a\u554f\u984c\u306b\u4f7f\u3048\u307e\u3059\u3002Google \u306e\u516c\u5f0f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306b\u5f93\u696d\u54e1\u30b7\u30d5\u30c8\u306e\u4f8b\u304c\u7528\u610f\u3055\u308c\u3066\u304a\u308a\u3001\u3088\u308a\u8907\u96d1\u306a\u4f8b\u3082\u516c\u958b\u3055\u308c\u3066\u3044\u307e\u3059\u3002","implementation_steps":"### \u30c8\u30ea\u30ac\u30fc\n\n**\u5e0c\u671b\u306e\u7de0\u3081\u5207\u308a\u7fcc\u65e5\u306e\u671d\u306b\u3001\u5b9a\u6642\u3067\u4e00\u62ec\u5b9f\u884c\u3057\u307e\u3059\u3002** \u7ba1\u7406\u8005\u304c\u51fa\u793e\u3057\u305f\u3068\u304d\u306b\u3001\u5e0c\u671b\u306e\u5909\u63db\u7d50\u679c\u3068\u6700\u521d\u306e\u539f\u6848\u304c\u51fa\u6765\u3066\u3044\u308b\u72b6\u614b\u306b\u3057\u307e\u3059\u3002\n\n\u518d\u8a08\u7b97\u306f**\u7ba1\u7406\u8005\u304c\u624b\u52d5\u3067\u5b9f\u884c\u3067\u304d\u308b**\u3088\u3046\u306b\u3057\u307e\u3059\u3002\u6761\u4ef6\u306e\u512a\u5148\u5ea6\u3092\u5909\u3048\u3066\u89e3\u304d\u76f4\u3059\u64cd\u4f5c\u304c\u4f55\u5ea6\u3082\u767a\u751f\u3059\u308b\u305f\u3081\u3067\u3059\u3002**1\u56de\u306e\u8a08\u7b97\u306b\u6570\u5206\u304b\u304b\u308b\u306e\u3067\u3001\u5f85\u3063\u3066\u3044\u308b\u9593\u306b\u4ed6\u306e\u4f5c\u696d\u304c\u3067\u304d\u308b\u5f62\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002**\n\n\u898f\u6a21\u306e\u76ee\u5b89\u3068\u3057\u3066\u3001\u516c\u958b\u3055\u308c\u3066\u3044\u308b\u5b9f\u88c5\u4f8b\u306e\u5831\u544a\u3067\u306f\u3001**150\u540d\u30fb30\u65e5\u30fb50\u7a2e\u985e\u306e\u30b7\u30d5\u30c8\u306e\u898f\u6a21\u30672\u301c5\u5206\u3001300\u540d\u4ee5\u4e0a\u306b\u306a\u308b\u306810\u301c30\u5206**\u304b\u304b\u308b\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002240\u540d\u306a\u3089\u6570\u5206\u306e\u7bc4\u56f2\u306b\u53ce\u307e\u308b\u898b\u8fbc\u307f\u3067\u3059\u304c\u3001**\u5236\u7d04\u306e\u6570\u306b\u3088\u3063\u3066\u5927\u304d\u304f\u5909\u308f\u308b\u305f\u3081\u3001\u81ea\u793e\u306e\u30c7\u30fc\u30bf\u3067\u5fc5\u305a\u5b9f\u6e2c\u3057\u3066\u304f\u3060\u3055\u3044\u3002**\n\n### \u5165\u529b\u30c7\u30fc\u30bf\n\n| \u30c7\u30fc\u30bf | \u4e2d\u8eab | \u53d6\u5f97\u5143 |\n|:--|:--|:--|\n| \u30b7\u30d5\u30c8\u5e0c\u671b | \u5f93\u696d\u54e1\u3054\u3068\u306e\u4f11\u307f\u5e0c\u671b\u3001\u6642\u9593\u5e2f\u306e\u5e0c\u671b\u3001**\u81ea\u7531\u8a18\u8ff0** | \u30d5\u30a9\u30fc\u30e0 |\n| \u5f93\u696d\u54e1\u30de\u30b9\u30bf | \u793e\u54e1\u756a\u53f7\u3001\u6c0f\u540d\u3001\u6240\u5c5e\u8ab2\u3001\u96c7\u7528\u533a\u5206\u3001\u52e4\u52d9\u53ef\u80fd\u306a\u6642\u9593\u5e2f | \u4eba\u4e8b\u30b7\u30b9\u30c6\u30e0 |\n| \u8cc7\u683c\u306e\u4fdd\u6709\u72b6\u6cc1 | \u30d5\u30a9\u30fc\u30af\u30ea\u30d5\u30c8\u3001\u98df\u54c1\u885b\u751f\u8cac\u4efb\u8005\u3001\u6a5f\u68b0\u306e\u64cd\u4f5c\u8cc7\u683c\u306a\u3069 | \u4eba\u4e8b\u30b7\u30b9\u30c6\u30e0\uff0f\u8cc7\u683c\u53f0\u5e33 |\n| \u5de5\u7a0b\u306e\u5fc5\u8981\u4eba\u6570 | \u5de5\u7a0b \u00d7 \u6642\u9593\u5e2f \u00d7 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\u591c\u52e4\u56de\u6570\u306e\u8a31\u5bb9\u5dee\u3001\u9023\u4f11\u306e\u914d\u5206\u3001\u5e0c\u671b\u306e\u901a\u3057\u65b9\u306e\u512a\u5148\u9806\u4f4d | \u5404\u8ab2\u306e\u904b\u7528\uff08**\u6587\u66f8\u5316\u304c\u5fc5\u8981**\uff09 |\n\n**\u300c\u516c\u5e73\u6027\u306e\u30eb\u30fc\u30eb\u300d\u304c\u3001\u3053\u306e\u69cb\u6210\u3067\u3044\u3061\u3070\u3093\u624b\u9593\u306e\u304b\u304b\u308b\u5165\u529b\u3067\u3059\u3002** \u73fe\u5728\u306f\u7ba1\u7406\u8005\u306e\u982d\u306e\u4e2d\u306b\u3042\u308a\u307e\u3059\u3002\u300c\u591c\u52e4\u306f\u67088\u56de\u307e\u3067\u3001\u4eba\u306b\u3088\u308b\u5dee\u306f2\u56de\u4ee5\u5185\u300d\u300c3\u304b\u6708\u9023\u7d9a\u3067\u5e74\u672b\u5e74\u59cb\u306b\u51fa\u305f\u4eba\u306f\u6b21\u306f\u5916\u3059\u300d\u3068\u3044\u3063\u305f\u30eb\u30fc\u30eb\u3092\u3001\u6570\u5b57\u3067\u66f8\u304d\u51fa\u3059\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002**\u3053\u306e\u4f5c\u696d\u81ea\u4f53\u304c\u5c5e\u4eba\u5316\u306e\u89e3\u6d88\u306b\u306a\u308a\u307e\u3059\u3002**\n\n### \u30c7\u30fc\u30bf\u306e\u53d6\u5f97\u65b9\u6cd5\n\n**\u30b7\u30d5\u30c8\u5e0c\u671b\uff1a** \u30d5\u30a9\u30fc\u30e0\u306e\u56de\u7b54\u3092\u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8\u304b\u3089\u8aad\u307f\u8fbc\u307f\u307e\u3059\u3002**\u81ea\u7531\u8a18\u8ff0\u306e\u6b04\u3092\u5fc5\u305a\u6b8b\u3057\u3066\u304f\u3060\u3055\u3044\u3002** \u9078\u629e\u80a2\u3060\u3051\u306b\u3059\u308b\u3068\u3001\u66f8\u304d\u304d\u308c\u306a\u3044\u4e8b\u60c5\u304c\u53e3\u982d\u3067\u5165\u3063\u3066\u304d\u3066\u3001\u7d50\u5c40\u624b\u4f5c\u696d\u304c\u6b8b\u308a\u307e\u3059\u3002\n\n**\u904e\u53bb\u306e\u52e4\u52d9\u5b9f\u7e3e\uff1a** \u52e4\u6020\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\u304b\u3089CSV\u3067\u53d6\u5f97\u3057\u307e\u3059\u3002\u591c\u52e4\u56de\u6570\u306e\u504f\u308a\u3068\u6642\u9593\u5916\u52b4\u50cd\u306e\u7d2f\u8a08\u306b\u4f7f\u3044\u307e\u3059\u3002**\u6642\u9593\u5916\u52b4\u50cd\u306e\u4e0a\u9650\uff08\u670845\u6642\u9593\u3001\u8907\u6570\u6708\u5e73\u574780\u6642\u9593\u3001\u5e74720\u6642\u9593\u306a\u3069\uff09\u3092\u5236\u7d04\u306b\u5165\u308c\u308b\u305f\u3081\u306b\u3001\u904e\u53bb12\u304b\u6708\u5206\u304c\u5fc5\u8981\u3067\u3059\u3002**\n\n**\u5de5\u7a0b\u306e\u5fc5\u8981\u4eba\u6570\uff1a** \u751f\u7523\u8a08\u753b\u304b\u3089\u7b97\u51fa\u3057\u307e\u3059\u3002**\u3053\u308c\u304c\u8aad\u3081\u306a\u3044\u6708\u306f\u3001\u3053\u306e\u69cb\u6210\u306f\u4f7f\u3048\u307e\u305b\u3093\u3002** \u5fc5\u8981\u4eba\u6570\u304c\u5f53\u65e5\u306b\u306a\u3089\u306a\u3044\u3068\u6c7a\u307e\u3089\u306a\u3044\u696d\u52d9\u3067\u306f\u3001\u524d\u63d0\u304c\u6210\u308a\u7acb\u3061\u307e\u305b\u3093\u3002\n\n### \u524d\u51e6\u7406\n\n1. **\u81ea\u7531\u8a18\u8ff0\u306e\u5909\u63db** \u2026 LLM\u3067\u300c\u65e5\u4ed8\u30fb\u6642\u9593\u5e2f\u30fb\u53ef\u5426\u30fb\u7406\u7531\u306e\u533a\u5206\u30fb\u5f37\u3055\u300d\u306b\u5909\u63db\u3057\u307e\u3059\uff08\u5f8c\u8ff0\uff09\n2. **\u5909\u63db\u7d50\u679c\u306e\u78ba\u8a8d** \u2026 \u5909\u63db\u306b\u8ff7\u3063\u305f\u3082\u306e\u3092\u7ba1\u7406\u8005\u306b\u898b\u305b\u3001\u78ba\u8a8d\u3057\u3066\u3082\u3089\u3044\u307e\u3059\u3002**\u3053\u3053\u3092\u98db\u3070\u3059\u3068\u3001\u8aa4\u3063\u305f\u5236\u7d04\u3067\u89e3\u3044\u3066\u3057\u307e\u3044\u307e\u3059**\n3. **\u5236\u7d04\u306e\u5206\u985e** \u2026 \u3059\u3079\u3066\u306e\u5236\u7d04\u3092\u300c\u7d76\u5bfe\u306b\u5b88\u308b\u3082\u306e\uff08\u30cf\u30fc\u30c9\u5236\u7d04\uff09\u300d\u3068\u300c\u3067\u304d\u308c\u3070\u5b88\u308b\u3082\u306e\uff08\u30bd\u30d5\u30c8\u5236\u7d04\uff09\u300d\u306b\u5206\u3051\u307e\u3059\n4. **\u8cc7\u683c\u3068\u5de5\u7a0b\u306e\u5bfe\u5fdc\u3065\u3051** \u2026 \u5de5\u7a0b\u3054\u3068\u306b\u3001\u5272\u308a\u5f53\u3066\u53ef\u80fd\u306a\u6709\u8cc7\u683c\u8005\u306e\u96c6\u5408\u3092\u4f5c\u308a\u307e\u3059\n5. **\u904e\u53bb\u5b9f\u7e3e\u306e\u96c6\u8a08** \u2026 \u591c\u52e4\u56de\u6570\u3001\u4f11\u65e5\u51fa\u52e4\u65e5\u6570\u3001\u6642\u9593\u5916\u52b4\u50cd\u306e\u7d2f\u8a08\u3092\u5f93\u696d\u54e1\u3054\u3068\u306b\u96c6\u8a08\u3057\u307e\u3059\n\n**3\u756a\u76ee\u306e\u5206\u985e\u304c\u3001\u3053\u306e\u69cb\u6210\u306e\u8a2d\u8a08\u306e\u6838\u3067\u3059\u3002**\n\n| \u7a2e\u5225 | \u5185\u5bb9 | \u4f8b |\n|:--|:--|:--|\n| **\u30cf\u30fc\u30c9\u5236\u7d04** | \u7834\u308c\u306a\u3044\u3002\u7834\u308b\u3068\u89e3\u306a\u3057\u3068\u3059\u308b | \u6cd5\u4ee4\uff08\u4f11\u61a9\u30fb\u9023\u7d9a\u52e4\u52d9\u65e5\u6570\u30fb\u30a4\u30f3\u30bf\u30fc\u30d0\u30eb\u30fb\u6642\u9593\u5916\u306e\u4e0a\u9650\uff09\uff0f\u8cc7\u683c\u306e\u8981\u308b\u5de5\u7a0b\u3078\u306e\u7121\u8cc7\u683c\u8005\u306e\u914d\u7f6e\u7981\u6b62\uff0f1\u4eba\u304c\u540c\u3058\u65e5\u306b2\u3064\u306e\u52e4\u52d9\u306b\u5165\u3089\u306a\u3044 |\n| **\u30bd\u30d5\u30c8\u5236\u7d04** | \u7834\u3063\u3066\u3088\u3044\u304c\u3001\u7834\u308b\u305f\u3073\u306b\u7f70\u70b9\u304c\u3064\u304f | \u672c\u4eba\u306e\u5e0c\u671b\uff0f\u591c\u52e4\u56de\u6570\u306e\u504f\u308a\uff0f\u9023\u4f11\u306e\u914d\u5206\uff0f\u540c\u3058\u73ed\u306e\u7d44\u307f\u5408\u308f\u305b |\n\n**\u5fc5\u8981\u4eba\u6570\u3092\u30cf\u30fc\u30c9\u5236\u7d04\u306b\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u5fc5\u8981\u4eba\u6570\u3092\u7d76\u5bfe\u6761\u4ef6\u306b\u3059\u308b\u3068\u3001\u4eba\u304c\u8db3\u308a\u306a\u3044\u6708\u306b**\u89e3\u304c1\u3064\u3082\u51fa\u306a\u304f\u306a\u308a\u307e\u3059\u3002** \u73fe\u5b9f\u306b\u306f\u300c\u5fc5\u8981\u4eba\u6570\u30921\u540d\u4e0b\u56de\u308b\u67a0\u304c\u3042\u308b\u300d\u30b7\u30d5\u30c8\u3067\u3082\u904b\u7528\u3067\u304d\u307e\u3059\u3002**\u5fc5\u8981\u4eba\u6570\u306f\u30bd\u30d5\u30c8\u5236\u7d04\u306b\u3057\u3066\u3001\u4e0b\u56de\u3063\u305f\u5206\u3092\u7f70\u70b9\u3068\u3057\u3066\u6570\u3048\u3001\u7ba1\u7406\u8005\u306b\u3069\u3053\u304c\u8584\u3044\u304b\u3092\u898b\u305b\u308b\u307b\u3046\u304c\u4f7f\u3048\u307e\u3059\u3002**\n\n### AI\u306b\u4f55\u3092\u3055\u305b\u308b\u306e\u304b\n\n**\u5272\u308a\u5f53\u3066\u306e\u8a08\u7b97\u306f\u5236\u7d04\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u3067\u884c\u3044\u307e\u3059\u3002** \u76ee\u7684\u95a2\u6570\u306f\u300c\u30bd\u30d5\u30c8\u5236\u7d04\u306e\u7f70\u70b9\u306e\u5408\u8a08\u3092\u6700\u5c0f\u306b\u3059\u308b\u300d\u3067\u3059\u3002\u7f70\u70b9\u306e\u91cd\u307f\u304c\u3001\u305d\u306e\u307e\u307e\u512a\u5148\u9806\u4f4d\u306b\u306a\u308a\u307e\u3059\u3002\n\n**LLM\u306b\u3055\u305b\u308b\u3053\u3068\uff1a**\n\n| \u51e6\u7406 | \u5185\u5bb9 |\n|:--|:--|\n| \u81ea\u7531\u8a18\u8ff0\u306e\u5909\u63db | \u300c\u6765\u9031\u306f\u5b50\u3069\u3082\u306e\u884c\u4e8b\u3067\u5915\u65b9\u306f\u96e3\u3057\u3044\u300d\u2192 \u8a72\u5f53\u65e5\u306e\u6e96\u591c\u52e4\u3092\u4e0d\u53ef\u3001\u5f37\u3055=\u5f37 |\n| \u5909\u63db\u306e\u4e0d\u78ba\u304b\u3055\u306e\u63d0\u793a | \u65e5\u4ed8\u304c\u7279\u5b9a\u3067\u304d\u306a\u3044\u3001\u5f37\u3055\u304c\u8aad\u307f\u53d6\u308c\u306a\u3044\u3082\u306e\u3092\u78ba\u8a8d\u4e8b\u9805\u306b\u3059\u308b |\n| \u7af6\u5408\u306e\u8aac\u660e | \u89e3\u304c\u51fa\u306a\u304b\u3063\u305f\u3068\u304d\u3001\u3069\u306e\u6761\u4ef6\u3068\u3069\u306e\u6761\u4ef6\u304c\u3076\u3064\u304b\u3063\u3066\u3044\u308b\u304b\u3092\u7ba1\u7406\u8005\u306b\u4f1d\u3048\u308b |\n| \u539f\u6848\u306e\u8981\u70b9\u306e\u8aac\u660e | \u300c\u4eca\u6708\u306f\u591c\u52e4\u306e\u5e0c\u671b\u304c\u5c11\u306a\u304f\u3001A\u3055\u3093\u306b3\u56de\u96c6\u4e2d\u3057\u3066\u3044\u307e\u3059\u300d\u3068\u3044\u3063\u305f\u6ce8\u610f\u70b9\u3092\u66f8\u304f |\n| \u672c\u4eba\u3078\u306e\u8aac\u660e\u6587 | \u5e0c\u671b\u304c\u901a\u3089\u306a\u304b\u3063\u305f\u4eba\u306b\u3001\u7406\u7531\u3092\u6dfb\u3048\u305f\u9023\u7d61\u6587\u3092\u4f5c\u308b |\n\n**LLM\u306b\u30b7\u30d5\u30c8\u3092\u5272\u308a\u5f53\u3066\u3055\u305b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** 240\u540d\u00d730\u65e5\u306e\u5272\u308a\u5f53\u3066\u304c\u5236\u7d04\u3092\u6e80\u305f\u3057\u3066\u3044\u308b\u304b\u306f\u3001\u76ee\u3067\u306f\u78ba\u8a8d\u3067\u304d\u307e\u305b\u3093\u3002**\u5236\u7d04\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u3067\u89e3\u3051\u3070\u3001\u51fa\u3066\u304d\u305f\u89e3\u306f\u30cf\u30fc\u30c9\u5236\u7d04\u3092\u5fc5\u305a\u6e80\u305f\u3057\u3066\u3044\u307e\u3059\u3002** \u3053\u308c\u304c\u691c\u8a3c\u53ef\u80fd\u6027\u306e\u5dee\u3067\u3059\u3002\n\n**\u300c\u7af6\u5408\u306e\u8aac\u660e\u300d\u304c\u5b9f\u52d9\u3067\u306f\u5927\u304d\u304f\u52b9\u304d\u307e\u3059\u3002** \u89e3\u304c\u51fa\u306a\u3044\u3068\u304d\u3001\u30bd\u30eb\u30d0\u30fc\u306f\u300c\u5b9f\u884c\u4e0d\u53ef\u80fd\u300d\u3068\u3057\u304b\u8fd4\u3057\u307e\u305b\u3093\u3002\u7ba1\u7406\u8005\u304c\u77e5\u308a\u305f\u3044\u306e\u306f\u300c\u306a\u305c\u89e3\u3051\u306a\u3044\u306e\u304b\u300d\u3067\u3059\u3002\u30cf\u30fc\u30c9\u5236\u7d04\u30921\u3064\u305a\u3064\u5916\u3057\u3066\u89e3\u304d\u76f4\u3057\u3001**\u3069\u308c\u3092\u5916\u3059\u3068\u89e3\u3051\u308b\u3088\u3046\u306b\u306a\u308b\u304b\u3092\u7279\u5b9a\u3059\u308c\u3070\u3001\u7af6\u5408\u3057\u3066\u3044\u308b\u6761\u4ef6\u304c\u5206\u304b\u308a\u307e\u3059\u3002** \u305d\u306e\u5185\u5bb9\u3092LLM\u306b\u65e5\u672c\u8a9e\u3067\u8aac\u660e\u3055\u305b\u307e\u3059\u3002\n\n### \u30d7\u30ed\u30f3\u30d7\u30c8\u307e\u305f\u306f\u6307\u793a\u5185\u5bb9\u306e\u4f8b\n\n\u81ea\u7531\u8a18\u8ff0\u306e\u5909\u63db\uff081\u4ef6\u305a\u3064\uff09\uff1a\n\n```\n\u3042\u306a\u305f\u306f\u3001\u30b7\u30d5\u30c8\u5e0c\u671b\u306e\u81ea\u7531\u8a18\u8ff0\u3092\u3001\u8a08\u7b97\u306b\u4f7f\u3048\u308b\u5f62\u306b\u5909\u63db\u3059\u308b\u62c5\u5f53\u8005\u3067\u3059\u3002\n\n\u3010\u53b3\u5b88\u4e8b\u9805\u3011\n- \u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u65e5\u4ed8\u3092\u88dc\u308f\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n \u300c\u6765\u9031\u300d\u300c\u6708\u672b\u300d\u306e\u3088\u3046\u306b\u7279\u5b9a\u3067\u304d\u306a\u3044\u5834\u5408\u306f\u3001\n dates \u3092\u7a7a\u306b\u3057\u3001needs_confirmation \u306b\u7406\u7531\u3092\u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002\n- \u7406\u7531\u306e\u5185\u5bb9\u3092\u3001\u5fc5\u8981\u4ee5\u4e0a\u306b\u8a73\u3057\u304f\u8ee2\u8a18\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n \u533a\u5206\uff08\u5bb6\u5ead\u306e\u4e8b\u60c5 \/ \u901a\u9662\u30fb\u4f53\u8abf \/ \u5b66\u696d \/ \u79c1\u7528 \/ \u8a18\u8f09\u306a\u3057\uff09\u3060\u3051\u3092 reason_category \u306b\u5165\u308c\u3001\n \u539f\u6587\u306e\u7406\u7531\u306f\u8ee2\u8a18\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u5f37\u3055\uff08\u7d76\u5bfe\u306b\u4e0d\u53ef\u304b\u3001\u3067\u304d\u308c\u3070\u907f\u3051\u305f\u3044\u304b\uff09\u306f\u3001\u66f8\u304b\u308c\u305f\u8868\u73fe\u304b\u3089\u5224\u65ad\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n \u5224\u65ad\u3067\u304d\u306a\u3044\u5834\u5408\u306f \"unknown\" \u3068\u3057\u3001needs_confirmation \u306b\u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002\n \u300c\u3067\u304d\u308c\u3070\u300d\u3068\u52dd\u624b\u306b\u5f31\u3081\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u5065\u5eb7\u72b6\u614b\u306b\u95a2\u3059\u308b\u8a18\u8ff0\u304c\u3042\u3063\u305f\u5834\u5408\u306f\u3001\n health_related \u3092 true \u306b\u3057\u3001\u5185\u5bb9\u306f\u8ee2\u8a18\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n \u7ba1\u7406\u8005\u304c\u672c\u4eba\u3068\u500b\u5225\u306b\u8a71\u3059\u5bfe\u8c61\u3068\u3057\u3066\u5370\u3092\u4ed8\u3051\u308b\u3060\u3051\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n- \u6642\u9593\u5e2f\u306f\u3001\u4e0b\u8a18\u306e\u52e4\u52d9\u533a\u5206\u306e\u540d\u79f0\u306e\u307f\u3092\u4f7f\u3063\u3066\u304f\u3060\u3055\u3044\u3002\n \u65b0\u3057\u3044\u533a\u5206\u3092\u4f5c\u3089\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u52e4\u52d9\u533a\u5206\u3011\n\u65e5\u52e4\uff088:00-17:00\uff09\/ \u6e96\u591c\u52e4\uff0816:00-1:00\uff09\/ \u591c\u52e4\uff080:00-9:00\uff09\n\n\u3010\u5bfe\u8c61\u6708\u3011\n{target_month}\uff08{start_date} \u301c {end_date}\uff09\n\n\u3010\u5f93\u696d\u54e1\u3011\n{employee_name}\uff08{department}\uff09\n\n\u3010\u81ea\u7531\u8a18\u8ff0\u3011\n{free_text}\n```\n\n\u7af6\u5408\u306e\u8aac\u660e\uff1a\n\n```\n\u3042\u306a\u305f\u306f\u3001\u30b7\u30d5\u30c8\u4f5c\u6210\u306e\u62c5\u5f53\u8005\u3092\u652f\u63f4\u3059\u308b\u62c5\u5f53\u8005\u3067\u3059\u3002\n\u6761\u4ef6\u3092\u6e80\u305f\u3059\u5272\u308a\u5f53\u3066\u304c\u898b\u3064\u304b\u3089\u306a\u304b\u3063\u305f\u539f\u56e0\u3092\u3001\u7ba1\u7406\u8005\u306b\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u53b3\u5b88\u4e8b\u9805\u3011\n- \u3042\u306a\u305f\u304c\u5272\u308a\u5f53\u3066\u3092\u63d0\u6848\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n \u300cA\u3055\u3093\u3092\u591c\u52e4\u306b\u5165\u308c\u308c\u3070\u89e3\u6c7a\u3057\u307e\u3059\u300d\u3068\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n \u3069\u306e\u6761\u4ef6\u3068\u3069\u306e\u6761\u4ef6\u304c\u3076\u3064\u304b\u3063\u3066\u3044\u308b\u304b\u3060\u3051\u3092\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n- \u5165\u529b\u306b\u542b\u307e\u308c\u308b\u300c\u5916\u3059\u3068\u89e3\u3051\u308b\u3088\u3046\u306b\u306a\u3063\u305f\u5236\u7d04\u300d\u306e\u60c5\u5831\u3060\u3051\u3092\u4f7f\u3063\u3066\u304f\u3060\u3055\u3044\u3002\n \u305d\u308c\u4ee5\u5916\u306e\u63a8\u6e2c\u3092\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u8aac\u660e\u306b\u306f\u3001\u5177\u4f53\u7684\u306a\u65e5\u4ed8\u30fb\u5de5\u7a0b\u30fb\u4eba\u6570\u3092\u542b\u3081\u3066\u304f\u3060\u3055\u3044\u3002\n \u300c\u4eba\u624b\u304c\u8db3\u308a\u307e\u305b\u3093\u300d\u3060\u3051\u3067\u306f\u884c\u52d5\u3067\u304d\u307e\u305b\u3093\u3002\n- \u7ba1\u7406\u8005\u304c\u53d6\u308c\u308b\u9078\u629e\u80a2\u3092\u3001\u4e0b\u8a18\u306e4\u3064\u304b\u3089\u8a72\u5f53\u3059\u308b\u3082\u306e\u3060\u3051\u6319\u3052\u3066\u304f\u3060\u3055\u3044\u3002\n \u65b0\u3057\u3044\u9078\u629e\u80a2\u3092\u4f5c\u3089\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n \uff081\uff09\u5fc5\u8981\u4eba\u6570\u3092\u898b\u76f4\u3059\uff082\uff09\u4ed6\u306e\u8ab2\u3078\u5fdc\u63f4\u3092\u4f9d\u983c\u3059\u308b\n \uff083\uff09\u5e0c\u671b\u3092\u65ad\u308b\uff084\uff09\u52e4\u52d9\u533a\u5206\u306e\u5272\u308a\u65b9\u3092\u5909\u3048\u308b\n\n\u3010\u8a08\u7b97\u306e\u7d50\u679c\u3011\n{infeasibility_analysis}\n\n\u3010\u5bfe\u8c61\u6708\u306e\u6761\u4ef6\u3011\n{constraints_summary}\n```\n\n**\u300c\u3042\u306a\u305f\u304c\u5272\u308a\u5f53\u3066\u3092\u63d0\u6848\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u300d\u306e1\u884c\u304c\u91cd\u8981\u3067\u3059\u3002** LLM\u304c\u63d0\u6848\u3057\u305f\u5272\u308a\u5f53\u3066\u306f\u3001\u4ed6\u306e\u5236\u7d04\u3092\u7834\u3063\u3066\u3044\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002\u7ba1\u7406\u8005\u304c\u6761\u4ef6\u3092\u5909\u3048\u3066\u89e3\u304d\u76f4\u3059\u306e\u304c\u6b63\u3057\u3044\u624b\u9806\u3067\u3059\u3002\n\n**\u81ea\u7531\u8a18\u8ff0\u306e\u5909\u63db\u3067\u300c\u7406\u7531\u306e\u539f\u6587\u3092\u8ee2\u8a18\u3057\u306a\u3044\u300d\u3068\u3057\u3066\u3044\u308b\u306e\u306f\u3001\u610f\u56f3\u7684\u3067\u3059\u3002** \u30b7\u30d5\u30c8\u5e0c\u671b\u306e\u7406\u7531\u306b\u306f\u3001\u901a\u9662\u3001\u5bb6\u65cf\u306e\u4ecb\u8b77\u3001\u5b50\u3069\u3082\u306e\u4e8b\u60c5\u3068\u3044\u3063\u305f\u79c1\u7684\u306a\u60c5\u5831\u304c\u66f8\u304b\u308c\u307e\u3059\u3002**\u3053\u308c\u3092\u8a08\u7b97\u306b\u4f7f\u3046\u5fc5\u8981\u306f\u3042\u308a\u307e\u305b\u3093\u3002** \u5fc5\u8981\u306a\u306e\u306f\u300c\u305d\u306e\u65e5\u306e\u305d\u306e\u6642\u9593\u5e2f\u304c\u4e0d\u53ef\u304b\u3069\u3046\u304b\u300d\u3068\u300c\u305d\u306e\u5f37\u3055\u300d\u3060\u3051\u3067\u3059\u3002\n\n### \u51fa\u529b\u5f62\u5f0f\n\n\u81ea\u7531\u8a18\u8ff0\u306e\u5909\u63db\uff1a\n\n```json\n{\n \"employee_id\": \"\",\n \"requests\": [\n {\n \"dates\": [],\n \"shift_types\": [],\n \"availability\": \"unavailable | prefer_not | prefer\",\n \"strength\": \"strong | weak | unknown\",\n \"reason_category\": \"family | health | study | private | not_stated\",\n \"health_related\": false,\n \"source_text_hash\": \"\"\n }\n ],\n \"needs_confirmation\": []\n}\n```\n\n\u8a08\u7b97\u7d50\u679c\uff1a\n\n```json\n{\n \"status\": \"optimal | feasible | infeasible\",\n \"assignments\": [\n { \"date\": \"\", \"shift_type\": \"\", \"process\": \"\", \"employee_id\": \"\" }\n ],\n \"hard_constraints_satisfied\": true,\n \"soft_constraint_penalties\": {\n \"understaffed_slots\": [],\n \"requests_denied\": [],\n \"night_shift_imbalance\": 0,\n \"consecutive_days_near_limit\": []\n },\n \"fairness\": {\n \"night_shifts_per_employee\": {},\n \"requests_granted_rate\": 0\n },\n \"solve_time_seconds\": 0\n}\n```\n\n**`source_text_hash` \u3092\u6301\u3064\u306e\u306f\u3001\u539f\u6587\u305d\u306e\u3082\u306e\u3092\u4fdd\u5b58\u305b\u305a\u306b\u3001\u5f8c\u304b\u3089\u300c\u3069\u306e\u8a18\u8ff0\u304b\u3089\u5909\u63db\u3057\u305f\u304b\u300d\u3092\u7167\u5408\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u305f\u3081**\u3067\u3059\u3002\u7ba1\u7406\u8005\u304c\u78ba\u8a8d\u3059\u308b\u3068\u304d\u306f\u3001\u539f\u6587\u3068\u5909\u63db\u7d50\u679c\u3092\u4e26\u3079\u3066\u898b\u307e\u3059\u304c\u3001**\u8a08\u7b97\u306e\u5165\u529b\u30c7\u30fc\u30bf\u3068\u3057\u3066\u306f\u539f\u6587\u3092\u6301\u3061\u56de\u308a\u307e\u305b\u3093\u3002**\n\n**`soft_constraint_penalties` \u306e\u4e2d\u8eab\u304c\u3001\u7ba1\u7406\u8005\u304c\u898b\u308b\u4e3b\u306a\u60c5\u5831\u3067\u3059\u3002** \u300c\u3069\u3053\u304c\u4eba\u6570\u4e0d\u8db3\u304b\u300d\u300c\u8ab0\u306e\u5e0c\u671b\u3092\u65ad\u3063\u305f\u304b\u300d\u300c\u591c\u52e4\u304c\u504f\u3063\u3066\u3044\u306a\u3044\u304b\u300d\u304c\u4e26\u3073\u307e\u3059\u3002**\u7f70\u70b9\u306e\u5408\u8a08\u5024\u3060\u3051\u3092\u51fa\u3057\u3066\u3082\u4f7f\u3048\u307e\u305b\u3093\u3002**\n\n\u306a\u304a\u3001Claude API \u306b\u306f\u51fa\u529b\u3092JSON\u30b9\u30ad\u30fc\u30de\u306b\u6cbf\u308f\u305b\u308b**\u69cb\u9020\u5316\u51fa\u529b**\u306e\u6a5f\u80fd\u304c\u3042\u308a\u307e\u3059\uff082026-09-15\u6642\u70b9\u3067\u306f\u30d9\u30fc\u30bf\u6a5f\u80fd\u3068\u3057\u3066\u63d0\u4f9b\uff09\u3002\u81ea\u7531\u8a18\u8ff0\u306e\u5909\u63db\u306e\u3088\u3046\u306b\u5f62\u306e\u5d29\u308c\u304c\u5f8c\u6bb5\u3092\u58ca\u3059\u51e6\u7406\u3067\u306f\u3001\u5229\u7528\u3067\u304d\u308b\u3068\u5b89\u5168\u3067\u3059\u3002\n\n### \u30b7\u30b9\u30c6\u30e0\u9023\u643a\n\n| \u3064\u306a\u3050\u5148 | \u5185\u5bb9 |\n|:--|:--|\n| \u30d5\u30a9\u30fc\u30e0\uff0f\u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8 | \u30b7\u30d5\u30c8\u5e0c\u671b\u3092\u53d7\u3051\u53d6\u308b |\n| \u4eba\u4e8b\u30b7\u30b9\u30c6\u30e0\uff08\u8aad\u307f\u53d6\u308a\uff09 | \u5f93\u696d\u54e1\u30de\u30b9\u30bf\u3068\u8cc7\u683c\u306e\u4fdd\u6709\u72b6\u6cc1\u3092\u53d6\u5f97\u3059\u308b |\n| \u52e4\u6020\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\uff08\u8aad\u307f\u53d6\u308a\uff09 | \u904e\u53bb\u306e\u52e4\u52d9\u5b9f\u7e3e\u3092\u53d6\u5f97\u3059\u308b |\n| \u751f\u7523\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\uff08\u8aad\u307f\u53d6\u308a\uff09 | \u7fcc\u6708\u306e\u751f\u7523\u8a08\u753b\u304b\u3089\u5fc5\u8981\u4eba\u6570\u3092\u7b97\u51fa\u3059\u308b |\n| \u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8 | \u539f\u6848\u3092\u51fa\u3059\u3002\u7ba1\u7406\u8005\u306e\u8abf\u6574\u3082\u3053\u3053\u3067\u884c\u3046 |\n| \u52e4\u6020\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\uff08\u66f8\u304d\u8fbc\u307f\uff09 | \u78ba\u5b9a\u3057\u305f\u30b7\u30d5\u30c8\u3092\u767b\u9332\u3059\u308b\uff08**\u78ba\u5b9a\u5f8c\u306e\u307f**\uff09 |\n\n**\u78ba\u5b9a\u524d\u306e\u30b7\u30d5\u30c8\u3092\u52e4\u6020\u30b7\u30b9\u30c6\u30e0\u306b\u66f8\u304d\u8fbc\u307e\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u539f\u6848\u306e\u6bb5\u968e\u3067\u66f8\u304d\u8fbc\u3080\u3068\u3001\u5f93\u696d\u54e1\u304c\u898b\u3066\u6df7\u4e71\u3057\u307e\u3059\u3002\u78ba\u5b9a\u306f\u7ba1\u7406\u8005\u306e\u64cd\u4f5c\u3092\u8d77\u70b9\u306b\u3057\u307e\u3059\u3002\n\n### \u4eba\u9593\u306e\u78ba\u8a8d\n\n**\u539f\u6848\u306f\u5fc5\u305a\u7ba1\u7406\u8005\u304c\u78ba\u8a8d\u3057\u3001\u78ba\u5b9a\u3057\u307e\u3059\u3002\u81ea\u52d5\u78ba\u5b9a\u3057\u307e\u305b\u3093\u3002**\n\n\u78ba\u8a8d\u3059\u308b\u306e\u306f\u6b21\u306e\u70b9\u3067\u3059\u3002\n\n| \u78ba\u8a8d\u3059\u308b\u70b9 | \u898b\u308b\u5834\u6240 |\n|:--|:--|\n| \u4eba\u6570\u304c\u8584\u3044\u67a0\u304c\u306a\u3044\u304b | `understaffed_slots` |\n| \u8ab0\u306e\u5e0c\u671b\u3092\u65ad\u3063\u305f\u304b | `requests_denied` |\n| \u591c\u52e4\u306e\u56de\u6570\u304c\u504f\u3063\u3066\u3044\u306a\u3044\u304b | `night_shifts_per_employee` |\n| \u9023\u7d9a\u52e4\u52d9\u304c\u4e0a\u9650\u306b\u8fd1\u3044\u4eba\u304c\u3044\u306a\u3044\u304b | `consecutive_days_near_limit` |\n| `health_related` \u306e\u5370\u304c\u4ed8\u3044\u305f\u4eba\u306e\u6271\u3044 | \u5909\u63db\u7d50\u679c\u306e\u4e00\u89a7 |\n| \u73fe\u5834\u306e\u4e8b\u60c5\uff08\u4eba\u9593\u95a2\u4fc2\u3001\u6559\u80b2\u4e2d\u306e\u7d44\u307f\u5408\u308f\u305b\uff09 | \u539f\u6848\u306e\u5168\u4f53 |\n\n**\u6700\u5f8c\u306e\u9805\u76ee\u306f\u5236\u7d04\u306b\u66f8\u3051\u307e\u305b\u3093\u3002** \u300c\u3053\u306e2\u4eba\u306f\u540c\u3058\u73ed\u306b\u3057\u306a\u3044\u300d\u300c\u65b0\u4eba\u306f\u30d9\u30c6\u30e9\u30f3\u3068\u7d44\u307e\u305b\u308b\u300d\u3068\u3044\u3063\u305f\u4e8b\u60c5\u306f\u3001\u66f8\u3051\u308b\u3082\u306e\u306f\u5236\u7d04\u306b\u3057\u307e\u3059\u304c\u3001\u66f8\u304d\u304d\u308c\u306a\u3044\u3082\u306e\u304c\u5fc5\u305a\u6b8b\u308a\u307e\u3059\u3002**\u7ba1\u7406\u8005\u304c\u898b\u3066\u76f4\u3059\u4f59\u5730\u3092\u6b8b\u3057\u3066\u304f\u3060\u3055\u3044\u3002**\n\n**\u624b\u3067\u76f4\u3057\u305f\u3089\u3001\u5fc5\u305a\u518d\u8a08\u7b97\u3057\u3066\u304f\u3060\u3055\u3044\u3002** 1\u304b\u6240\u3092\u76f4\u3059\u3068\u6cd5\u4ee4\u306e\u6761\u4ef6\u304c\u5d29\u308c\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002**\u624b\u76f4\u3057\u5f8c\u306e\u30b7\u30d5\u30c8\u306b\u3064\u3044\u3066\u3001\u30cf\u30fc\u30c9\u5236\u7d04\u3092\u6e80\u305f\u3057\u3066\u3044\u308b\u304b\u3092\u691c\u8a3c\u3059\u308b\u51e6\u7406\u3092\u7528\u610f\u3057\u3066\u304f\u3060\u3055\u3044\u3002** \u3053\u308c\u304c\u306a\u3044\u3068\u3001\u5236\u7d04\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u3092\u4f7f\u3046\u610f\u5473\u304c\u534a\u6e1b\u3057\u307e\u3059\u3002\n\n### \u4f8b\u5916\u51e6\u7406\n\n| \u8d77\u304d\u308b\u3053\u3068 | \u5bfe\u5fdc |\n|:--|:--|\n| \u89e3\u304c\u898b\u3064\u304b\u3089\u306a\u3044\uff08\u5b9f\u884c\u4e0d\u53ef\u80fd\uff09 | \u30cf\u30fc\u30c9\u5236\u7d04\u30921\u3064\u305a\u3064\u5916\u3057\u3066\u89e3\u304d\u76f4\u3057\u3001\u7af6\u5408\u3092\u7279\u5b9a\u3059\u308b\u3002**\u5fc5\u8981\u4eba\u6570\u306f\u30bd\u30d5\u30c8\u5236\u7d04\u306b\u3057\u3066\u304a\u304f** |\n| \u8a08\u7b97\u304c\u6642\u9593\u5185\u306b\u7d42\u308f\u3089\u306a\u3044 | \u5236\u9650\u6642\u9593\u3092\u8a2d\u3051\u3066\u3001\u305d\u306e\u6642\u70b9\u306e\u6700\u826f\u89e3\u3092\u8fd4\u3059\u3002`status: feasible` \u3068\u3057\u3066\u51fa\u3059 |\n| \u81ea\u7531\u8a18\u8ff0\u306e\u65e5\u4ed8\u304c\u7279\u5b9a\u3067\u304d\u306a\u3044 | \u5909\u63db\u305b\u305a\u3001\u78ba\u8a8d\u4e8b\u9805\u3068\u3057\u3066\u7ba1\u7406\u8005\u306b\u51fa\u3059 |\n| \u5e0c\u671b\u306e\u7de0\u3081\u5207\u308a\u5f8c\u306b\u5909\u66f4\u304c\u6765\u308b | \u518d\u8a08\u7b97\u3059\u308b\u3002**\u78ba\u5b9a\u5f8c\u306e\u5909\u66f4\u306f\u539f\u6848\u4f5c\u6210\u3068\u306f\u5225\u306e\u904b\u7528\uff08\u4ea4\u66ff\u306e\u7533\u3057\u51fa\uff09\u306b\u3059\u308b** |\n| \u8cc7\u683c\u8005\u304c\u8db3\u308a\u305a\u3001\u5de5\u7a0b\u306b\u4eba\u3092\u914d\u7f6e\u3067\u304d\u306a\u3044 | \u30cf\u30fc\u30c9\u5236\u7d04\u306a\u306e\u3067\u89e3\u306a\u3057\u306b\u306a\u308b\u3002\u7af6\u5408\u3068\u3057\u3066\u63d0\u793a\u3057\u3001\u5fdc\u63f4\u306e\u4f9d\u983c\u3092\u4fc3\u3059 |\n| \u6642\u9593\u5916\u52b4\u50cd\u306e\u4e0a\u9650\u306b\u5f53\u305f\u308b\u4eba\u304c\u3044\u308b | \u30cf\u30fc\u30c9\u5236\u7d04\u3068\u3057\u3066\u5916\u3059\u3002**\u6cd5\u4ee4\u306e\u4e0a\u9650\u306f\u7834\u3089\u305b\u306a\u3044** |\n| \u5065\u5eb7\u306b\u95a2\u3059\u308b\u8a18\u8ff0\u304c\u3042\u3063\u305f | \u5185\u5bb9\u3092\u8ee2\u8a18\u305b\u305a\u3001\u7ba1\u7406\u8005\u304c\u672c\u4eba\u3068\u500b\u5225\u306b\u8a71\u3059\u5bfe\u8c61\u3068\u3057\u3066\u5370\u3092\u4ed8\u3051\u308b |\n| \u540c\u3058\u4eba\u306b\u591c\u52e4\u304c\u96c6\u4e2d\u3059\u308b | \u30bd\u30d5\u30c8\u5236\u7d04\u306e\u91cd\u307f\u3092\u4e0a\u3052\u3066\u518d\u8a08\u7b97\u3059\u308b\u3002**\u81ea\u52d5\u3067\u5747\u7b49\u5316\u3059\u308b\u3068\u5225\u306e\u6761\u4ef6\u304c\u5d29\u308c\u308b\u306e\u3067\u3001\u7ba1\u7406\u8005\u306b\u9078\u3070\u305b\u308b** |\n| \u751f\u7523\u8a08\u753b\u304c\u7fcc\u6708\u5206\u307e\u3067\u78ba\u5b9a\u3057\u3066\u3044\u306a\u3044 | \u524d\u6708\u5b9f\u7e3e\u3092\u66ab\u5b9a\u306e\u5fc5\u8981\u4eba\u6570\u3068\u3057\u3066\u4f7f\u3044\u3001\u78ba\u5b9a\u5f8c\u306b\u518d\u8a08\u7b97\u3059\u308b |\n| \u7ba1\u7406\u8005\u304c\u624b\u3067\u76f4\u3057\u305f\u7d50\u679c\u3001\u6cd5\u4ee4\u306e\u6761\u4ef6\u3092\u7834\u3063\u305f | \u624b\u76f4\u3057\u5f8c\u306e\u691c\u8a3c\u51e6\u7406\u3067\u691c\u51fa\u3057\u3001\u8b66\u544a\u3059\u308b |\n\n### \u4fdd\u5b58\u30fb\u30ed\u30b0\n\n- \u30b7\u30d5\u30c8\u5e0c\u671b\u306e\u539f\u6587\uff08**\u7ba1\u7406\u8005\u306e\u78ba\u8a8d\u7528\u3002\u8a08\u7b97\u306b\u306f\u4f7f\u308f\u306a\u3044\u3002\u5bfe\u8c61\u6708\u306e\u7d42\u4e86\u5f8c\u306b\u524a\u9664\u3059\u308b**\uff09\n- \u5909\u63db\u5f8c\u306e\u5236\u7d04\uff08`source_text_hash` \u3064\u304d\uff09\n- \u5236\u7d04\u306e\u8a2d\u5b9a\uff08\u30cf\u30fc\u30c9\uff0f\u30bd\u30d5\u30c8\u306e\u5206\u985e\u3068\u91cd\u307f\uff09\n- \u8a08\u7b97\u7d50\u679c\uff08`assignments` \u3068 `soft_constraint_penalties`\uff09\n- \u7ba1\u7406\u8005\u304c\u624b\u3067\u76f4\u3057\u305f\u5185\u5bb9\u3068\u3001\u305d\u306e\u7406\u7531\n- \u78ba\u5b9a\u3057\u305f\u30b7\u30d5\u30c8\u8868\n- \u672c\u4eba\u3078\u306e\u8aac\u660e\u6587\u3068\u3001\u305d\u306e\u9001\u4fe1\u8a18\u9332\n\n**\u300c\u7ba1\u7406\u8005\u304c\u624b\u3067\u76f4\u3057\u305f\u5185\u5bb9\u3068\u3001\u305d\u306e\u7406\u7531\u300d\u304c\u3001\u3053\u306e\u69cb\u6210\u306e\u8cc7\u7523\u3067\u3059\u3002** \u300c\u3053\u306e\u5de5\u7a0b\u306b\u306f\u65b0\u4eba\u30921\u4eba\u307e\u3067\u3057\u304b\u5165\u308c\u306a\u3044\u300d\u3068\u3044\u3063\u305f\u3001\u5236\u7d04\u306b\u66f8\u3051\u3066\u3044\u306a\u304b\u3063\u305f\u6761\u4ef6\u304c\u898b\u3048\u3066\u304d\u307e\u3059\u3002**\u305d\u308c\u3092\u5236\u7d04\u3068\u3057\u3066\u66f8\u304d\u8db3\u3057\u3066\u3044\u3051\u3070\u3001\u624b\u76f4\u3057\u306f\u6e1b\u308a\u307e\u3059\u3002**\n\n**\u30b7\u30d5\u30c8\u5e0c\u671b\u306e\u539f\u6587\u306f\u3001\u5bfe\u8c61\u6708\u304c\u7d42\u308f\u3063\u305f\u3089\u6d88\u3057\u3066\u304f\u3060\u3055\u3044\u3002** \u7406\u7531\u306e\u6b04\u306b\u306f\u79c1\u7684\u306a\u60c5\u5831\u304c\u66f8\u304b\u308c\u307e\u3059\u3002\u6b8b\u3059\u7406\u7531\u304c\u3042\u308a\u307e\u305b\u3093\u3002","minimal_setup":"1. **1\u3064\u306e\u8ab2\u30011\u304b\u6708\u5206**\u3092\u5bfe\u8c61\u306b\u3059\u308b\uff0840\u301c60\u540d\uff09\n2. \u73fe\u5728\u306e\u30b7\u30d5\u30c8\u8868\u3068\u3001\u305d\u306e\u3068\u304d\u306e\u30b7\u30d5\u30c8\u5e0c\u671b\u3092\u305d\u308d\u3048\u308b\n3. \u5fc5\u8981\u4eba\u6570\u3001\u8cc7\u683c\u8981\u4ef6\u3001\u6cd5\u4ee4\u306e\u6761\u4ef6\u3001\u516c\u5e73\u6027\u306e\u30eb\u30fc\u30eb\u3092**\u7d19\u306b\u66f8\u304d\u51fa\u3059**\n4. OR-Tools \u306e\u5f93\u696d\u54e1\u30b7\u30d5\u30c8\u306e\u4f8b\u3092\u52d5\u304b\u3057\u3001\u81ea\u793e\u306e\u5236\u7d04\u306b\u7f6e\u304d\u63db\u3048\u308b\n5. **\u540c\u3058\u5165\u529b\u3067\u8a08\u7b97\u3057\u305f\u7d50\u679c\u3068\u3001\u7ba1\u7406\u8005\u304c\u4f5c\u3063\u305f\u5b9f\u969b\u306e\u30b7\u30d5\u30c8\u8868\u3092\u6bd4\u3079\u308b**\n\n\u898b\u308b\u306e\u306f\u6b21\u306e3\u70b9\u3067\u3059\u3002\n\n| \u898b\u308b\u70b9 | \u5224\u65ad |\n|:--|:--|\n| \u8a08\u7b97\u7d50\u679c\u304c\u30cf\u30fc\u30c9\u5236\u7d04\u3092\u6e80\u305f\u3057\u3066\u3044\u308b\u304b | \u6e80\u305f\u3057\u3066\u3044\u306a\u3051\u308c\u3070\u5236\u7d04\u306e\u66f8\u304d\u65b9\u304c\u8aa4\u3063\u3066\u3044\u308b |\n| \u7ba1\u7406\u8005\u304c\u4f5c\u3063\u305f\u8868\u304c\u3001\u5b9f\u306f\u30cf\u30fc\u30c9\u5236\u7d04\u3092\u7834\u3063\u3066\u3044\u306a\u3044\u304b | **\u7834\u3063\u3066\u3044\u308c\u3070\u3001\u305d\u308c\u3060\u3051\u3067\u5c0e\u5165\u306e\u4fa1\u5024\u304c\u3042\u308a\u307e\u3059** |\n| \u8a08\u7b97\u7d50\u679c\u3092\u7ba1\u7406\u8005\u304c\u898b\u3066\u300c\u3053\u308c\u306a\u3089\u4f7f\u3048\u308b\u300d\u3068\u8a00\u3046\u304b | \u8a00\u308f\u306a\u3044\u306a\u3089\u3001\u66f8\u3051\u3066\u3044\u306a\u3044\u5236\u7d04\u304c\u3042\u308b\u3002\u305d\u308c\u3092\u805e\u304d\u51fa\u3059 |\n\n**3\u756a\u76ee\u3067\u51fa\u3066\u304f\u308b\u300c\u4f7f\u3048\u306a\u3044\u7406\u7531\u300d\u304c\u3001\u8a2d\u8a08\u306e\u6750\u6599\u3067\u3059\u3002** \u300c\u3053\u306e\u30b7\u30d5\u30c8\u3060\u3068\u5f15\u304d\u7d99\u304e\u304c\u3067\u304d\u306a\u3044\u300d\u300c\u3053\u306e\u7d44\u307f\u5408\u308f\u305b\u306f\u6559\u80b2\u306b\u306a\u3089\u306a\u3044\u300d\u3068\u3044\u3063\u305f\u6761\u4ef6\u304c\u51fa\u3066\u304d\u307e\u3059\u3002**\u66f8\u3051\u308b\u3082\u306e\u306f\u5236\u7d04\u306b\u3057\u3001\u66f8\u3051\u306a\u3044\u3082\u306e\u306f\u624b\u76f4\u3057\u306e\u4f59\u5730\u3068\u3057\u3066\u6b8b\u3057\u307e\u3059\u3002**\n\n**3\u756a\u76ee\u306e\u30b9\u30c6\u30c3\u30d7\uff08\u5236\u7d04\u3092\u7d19\u306b\u66f8\u304d\u51fa\u3059\uff09\u3092\u98db\u3070\u3055\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u3053\u3053\u304c\u3053\u306e\u69cb\u6210\u3067\u3082\u3063\u3068\u3082\u6642\u9593\u306e\u304b\u304b\u308b\u4f5c\u696d\u3067\u3001\u304b\u3064\u3001**\u3053\u306e\u4f5c\u696d\u3060\u3051\u3067\u3082\u5c5e\u4eba\u5316\u306f\u6e1b\u308a\u307e\u3059\u3002**","minimal_setup_short":"\u5236\u7d04\u3092\u66f8\u304d\u51fa\u3057\u30011\u8ab2\u5206\u3092\u8a08\u7b97\u3067\u89e3\u3044\u3066\u3001\u7ba1\u7406\u8005\u306e\u4f5c\u3063\u305f\u8868\u3068\u6bd4\u3079\u308b \uff0f \u5272\u308a\u5f53\u3066\u306e\u8a08\u7b97","semi_auto_setup":"\u5e0c\u671b\u3092\u30d5\u30a9\u30fc\u30e0\u3067\u96c6\u3081\u3001\u81ea\u7531\u8a18\u8ff0\u3092LLM\u3067\u5909\u63db\u3057\u3001\u8a08\u7b97\u3067\u539f\u6848\u3092\u4f5c\u308b\u3002\u7ba1\u7406\u8005\u304c\u8abf\u6574\u3057\u3066\u78ba\u5b9a\u3059\u308b \uff0f \u5909\u63db\u30fb\u8a08\u7b97\u30fb\u539f\u6848","full_setup":"\u4e0a\u8a18\uff0b\u89e3\u3051\u306a\u3044\u3068\u304d\u306e\u7af6\u5408\u306e\u8aac\u660e\uff0b\u624b\u76f4\u3057\u5f8c\u306e\u691c\u8a3c\uff0b\u672c\u4eba\u3078\u306e\u8aac\u660e\u6587\uff0b\u52e4\u6020\u30b7\u30b9\u30c6\u30e0\u3078\u306e\u767b\u9332 \uff0f \u78ba\u5b9a\u4ee5\u5916\u306e\u3059\u3079\u3066","level_note":"**\u3053\u306e\u696d\u52d9\u3067\u306f\u672c\u683c\u69cb\u6210\u306b\u4fa1\u5024\u304c\u3042\u308a\u307e\u3059\u3002** \u534a\u81ea\u52d5\u5316\u3060\u3051\u3060\u3068\u3001\u89e3\u3051\u306a\u304b\u3063\u305f\u3068\u304d\u306b\u7ba1\u7406\u8005\u304c\u624b\u4f5c\u696d\u306b\u623b\u3063\u3066\u3057\u307e\u3044\u3001**\u300c\u7d50\u5c40\u4f7f\u3048\u306a\u3044\u300d\u3068\u3044\u3046\u8a55\u4fa1\u306b\u306a\u308a\u304c\u3061\u3067\u3059\u3002** \u7af6\u5408\u306e\u8aac\u660e\u3068\u624b\u76f4\u3057\u5f8c\u306e\u691c\u8a3c\u304c\u3042\u3063\u3066\u521d\u3081\u3066\u3001\u65e5\u5e38\u7684\u306b\u56de\u308a\u307e\u3059\u3002","troubleshooting":"| \u554f\u984c | \u5bfe\u7b56 |\n|:--|:--|\n| **\u5fc5\u8981\u4eba\u6570\u3092\u30cf\u30fc\u30c9\u5236\u7d04\u306b\u3057\u3066\u3001\u89e3\u304c\u51fa\u306a\u3044** | \u30bd\u30d5\u30c8\u5236\u7d04\u306b\u3057\u3066\u3001\u4e0d\u8db3\u67a0\u3092\u7f70\u70b9\u3068\u3057\u3066\u898b\u305b\u308b\u3002**\u6700\u983b\u51fa\u306e\u5931\u6557\u3067\u3059** |\n| LLM\u306b\u5272\u308a\u5f53\u3066\u3092\u8003\u3048\u3055\u305b\u308b | \u30d7\u30ed\u30f3\u30d7\u30c8\u3067\u7981\u6b62\u3059\u308b\u3002\u5272\u308a\u5f53\u3066\u306f\u5fc5\u305a\u30bd\u30eb\u30d0\u30fc\u3067\u89e3\u304f |\n| \u89e3\u3051\u306a\u3044\u7406\u7531\u304c\u5206\u304b\u3089\u305a\u3001\u624b\u4f5c\u696d\u306b\u623b\u308b | \u30cf\u30fc\u30c9\u5236\u7d04\u30921\u3064\u305a\u3064\u5916\u3057\u3066\u89e3\u304d\u76f4\u3057\u3001\u7af6\u5408\u3092\u7279\u5b9a\u3059\u308b\u51e6\u7406\u3092\u5fc5\u305a\u4f5c\u308b |\n| \u8a08\u7b97\u304c\u7d42\u308f\u3089\u306a\u3044 | \u5236\u9650\u6642\u9593\u3092\u8a2d\u3051\u3001\u305d\u306e\u6642\u70b9\u306e\u6700\u826f\u89e3\u3092\u8fd4\u3059\u3002\u5236\u7d04\u306e\u6570\u3092\u898b\u76f4\u3059 |\n| \u81ea\u7531\u8a18\u8ff0\u306e\u65e5\u4ed8\u3092\u52dd\u624b\u306b\u88dc\u3046 | \u7279\u5b9a\u3067\u304d\u306a\u3044\u3082\u306e\u306f\u78ba\u8a8d\u4e8b\u9805\u306b\u3059\u308b |\n| \u5e0c\u671b\u306e\u7406\u7531\u306e\u539f\u6587\u304c\u8a08\u7b97\u30c7\u30fc\u30bf\u306b\u6b8b\u308b | \u533a\u5206\u3060\u3051\u3092\u6301\u3064\u3002\u539f\u6587\u306f\u7ba1\u7406\u8005\u306e\u78ba\u8a8d\u7528\u306b\u5206\u3051\u3066\u6301\u3061\u3001\u6708\u672b\u306b\u6d88\u3059 |\n| \u624b\u3067\u76f4\u3057\u305f\u5f8c\u306b\u6cd5\u4ee4\u306e\u6761\u4ef6\u304c\u5d29\u308c\u308b | \u624b\u76f4\u3057\u5f8c\u306e\u691c\u8a3c\u51e6\u7406\u3092\u7528\u610f\u3059\u308b |\n| \u516c\u5e73\u6027\u306e\u30eb\u30fc\u30eb\u304c\u6587\u66f8\u5316\u3055\u308c\u3066\u3044\u306a\u3044 | \u5148\u306b\u66f8\u304d\u51fa\u3059\u3002**\u3053\u3053\u3092\u98db\u3070\u3059\u3068\u3001\u51fa\u3066\u304d\u305f\u539f\u6848\u304c\u300c\u611f\u899a\u3068\u9055\u3046\u300d\u3068\u8a00\u308f\u308c\u3066\u7d42\u308f\u308a\u307e\u3059** |\n| \u7ba1\u7406\u8005\u3054\u3068\u306b\u91cd\u307f\u306e\u8a2d\u5b9a\u304c\u3070\u3089\u3070\u3089 | \u8ab2\u3092\u307e\u305f\u3044\u3067\u91cd\u307f\u3092\u63c3\u3048\u308b\u3002\u9055\u3048\u308b\u306a\u3089\u7406\u7531\u3092\u8a18\u9332\u3059\u308b |\n| \u78ba\u5b9a\u524d\u306e\u539f\u6848\u304c\u5f93\u696d\u54e1\u306b\u898b\u3048\u3066\u3057\u307e\u3046 | \u78ba\u5b9a\u64cd\u4f5c\u3092\u8d77\u70b9\u306b\u516c\u958b\u3059\u308b\u3002\u539f\u6848\u306e\u5171\u6709\u7bc4\u56f2\u3092\u7ba1\u7406\u8005\u306b\u9650\u308b |","governance_notes":"**\u3053\u306e\u69cb\u6210\u3067\u6271\u3046\u30c7\u30fc\u30bf\uff1a** \u5f93\u696d\u54e1\u306e\u6c0f\u540d\u3001\u52e4\u52d9\u53ef\u80fd\u306a\u6642\u9593\u5e2f\u3001\u8cc7\u683c\u3001\u904e\u53bb\u306e\u52e4\u52d9\u5b9f\u7e3e\u3001**\u30b7\u30d5\u30c8\u5e0c\u671b\u306e\u7406\u7531**\u3002\u7406\u7531\u306e\u6b04\u306b\u306f\u901a\u9662\u3001\u5bb6\u65cf\u306e\u4ecb\u8b77\u3001\u5b50\u3069\u3082\u306e\u4e8b\u60c5\u3068\u3044\u3063\u305f\u79c1\u7684\u306a\u60c5\u5831\u304c\u5165\u308a\u307e\u3059\u3002\n\n1. **\u5e0c\u671b\u306e\u7406\u7531\u3092\u8a08\u7b97\u306b\u4f7f\u308f\u306a\u3044** \u2026 \u5fc5\u8981\u306a\u306e\u306f\u300c\u305d\u306e\u65e5\u306e\u305d\u306e\u6642\u9593\u5e2f\u304c\u4e0d\u53ef\u304b\u300d\u3068\u300c\u305d\u306e\u5f37\u3055\u300d\u3060\u3051\u3067\u3059\u3002**\u7406\u7531\u306e\u539f\u6587\u3092LLM\u306b\u6e21\u3059\u5fc5\u8981\u306f\u3042\u308a\u307e\u3059\u304c\u3001\u5909\u63db\u5f8c\u306e\u30c7\u30fc\u30bf\u306b\u306f\u533a\u5206\u3060\u3051\u3092\u6b8b\u3057\u3001\u539f\u6587\u306f\u7ba1\u7406\u8005\u306e\u78ba\u8a8d\u7528\u306b\u5206\u3051\u3066\u4fdd\u6301\u3057\u3066\u304f\u3060\u3055\u3044**\n2. **\u5065\u5eb7\u60c5\u5831\u306e\u6271\u3044** \u2026 \u300c\u8170\u306e\u5177\u5408\u304c\u300d\u300c\u901a\u9662\u306e\u305f\u3081\u300d\u3068\u3044\u3063\u305f\u8a18\u8ff0\u306f\u3001\u5065\u5eb7\u306b\u95a2\u3059\u308b\u60c5\u5831\u3067\u3059\u3002**\u5185\u5bb9\u3092\u8ee2\u8a18\u305b\u305a\u3001\u7ba1\u7406\u8005\u304c\u672c\u4eba\u3068\u500b\u5225\u306b\u8a71\u3059\u5bfe\u8c61\u3068\u3057\u3066\u5370\u3092\u4ed8\u3051\u308b\u3060\u3051\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002** \u8981\u914d\u616e\u500b\u4eba\u60c5\u5831\u306b\u5f53\u305f\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\n3. **\u5916\u90e8AI\u3078\u306e\u5165\u529b\u53ef\u5426** \u2026 \u5f93\u696d\u54e1\u306e\u6c0f\u540d\u3068\u79c1\u7684\u306a\u4e8b\u60c5\u304c\u542b\u307e\u308c\u307e\u3059\u3002\u81ea\u793e\u306e\u500b\u4eba\u60c5\u5831\u306e\u53d6\u6271\u898f\u7a0b\u3092\u78ba\u8a8d\u3057\u3066\u304f\u3060\u3055\u3044\u3002**\u6c0f\u540d\u3092\u793e\u54e1\u756a\u53f7\u306b\u7f6e\u304d\u63db\u3048\u3066\u304b\u3089\u6e21\u3059\u69cb\u6210\u304c\u53d6\u308c\u307e\u3059**\uff08\u5909\u63db\u306b\u6c0f\u540d\u306f\u4e0d\u8981\u3067\u3059\uff09\n4. **\u5b66\u7fd2\u5229\u7528** \u2026 \u5165\u529b\u3092\u5b66\u7fd2\u306b\u4f7f\u308f\u306a\u3044\u3053\u3068\u304c\u5951\u7d04\u3067\u4fdd\u8a3c\u3055\u308c\u308b\u30b5\u30fc\u30d3\u30b9\u3092\u9078\u3073\u307e\u3059\n5. **\u30a2\u30af\u30bb\u30b9\u6a29\u9650** \u2026 \u30b7\u30d5\u30c8\u5e0c\u671b\u306e\u539f\u6587\u3068\u5909\u63db\u7d50\u679c\u306e\u95b2\u89a7\u3092\u3001\u5f53\u8a72\u8ab2\u306e\u7ba1\u7406\u8005\u3068\u4eba\u4e8b\u90e8\u9580\u306b\u9650\u5b9a\u3057\u307e\u3059\u3002**\u4ed6\u306e\u5f93\u696d\u54e1\u304c\u898b\u3089\u308c\u308b\u72b6\u614b\u306b\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044**\n6. **\u4e0d\u5229\u76ca\u53d6\u6271\u3044\u306e\u9632\u6b62** \u2026 \u5e0c\u671b\u3092\u65ad\u308b\u56de\u6570\u3084\u7406\u7531\u306e\u533a\u5206\u3092\u3001\u4eba\u4e8b\u8a55\u4fa1\u306b\u7d50\u3073\u4ed8\u3051\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002**\u80b2\u5150\u30fb\u4ecb\u8b77\u3092\u7406\u7531\u3068\u3059\u308b\u5e0c\u671b\u306e\u6271\u3044\u306b\u306f\u3001\u6cd5\u4ee4\u4e0a\u306e\u914d\u616e\u7fa9\u52d9\u304c\u3042\u308a\u307e\u3059**\n7. **\u81ea\u52d5\u5b9f\u884c\u3057\u3066\u3088\u3044\u7bc4\u56f2** \u2026 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\u5de5\u7a0b \u00d7 \u6642\u9593\u5e2f \u00d7 \u66dc\u65e5\u3054\u3068\u306e\u5fc5\u8981\u4eba\u6570\n- \u5de5\u7a0b\u3054\u3068\u306b\u5fc5\u8981\u306a\u8cc7\u683c\u3068\u3001\u6709\u8cc7\u683c\u8005\u306e\u4e00\u89a7\n- \u6cd5\u4ee4\u3068\u52b4\u4f7f\u5354\u5b9a\u3067\u6c7a\u307e\u3063\u3066\u3044\u308b\u6761\u4ef6\uff08\u9023\u7d9a\u52e4\u52d9\u65e5\u6570\u3001\u4f11\u61a9\u3001\u30a4\u30f3\u30bf\u30fc\u30d0\u30eb\u3001\u6642\u9593\u5916\u306e\u4e0a\u9650\uff09\n- \u516c\u5e73\u6027\u306e\u30eb\u30fc\u30eb\uff08\u591c\u52e4\u56de\u6570\u306e\u8a31\u5bb9\u5dee\u3001\u9023\u4f11\u306e\u914d\u5206\u3001\u5e0c\u671b\u3092\u65ad\u308b\u512a\u5148\u9806\u4f4d\uff09\n\n**\u3053\u306e\u4f5c\u696d\u306b2\u9031\u9593\u304b\u3051\u3066\u304f\u3060\u3055\u3044\u3002** \u3053\u3053\u304c\u66d6\u6627\u306a\u307e\u307e\u5b9f\u88c5\u306b\u5165\u308b\u3068\u3001\u51fa\u3066\u304d\u305f\u539f\u6848\u304c\u4f7f\u3048\u307e\u305b\u3093\u3002\n\n**3\u9031\u76ee\uff1a\u7ba1\u7406\u8005\u304c\u4f5c\u3063\u305f\u8868\u3092\u691c\u8a3c\u3059\u308b**\n\n\u904e\u53bb3\u304b\u6708\u306e\u5b9f\u969b\u306e\u30b7\u30d5\u30c8\u8868\u306b\u3064\u3044\u3066\u3001\u66f8\u304d\u51fa\u3057\u305f\u30cf\u30fc\u30c9\u5236\u7d04\u3092\u6e80\u305f\u3057\u3066\u3044\u308b\u304b\u3092\u6a5f\u68b0\u7684\u306b\u78ba\u304b\u3081\u307e\u3059\u3002**\u7834\u3063\u3066\u3044\u308b\u7b87\u6240\u304c\u898b\u3064\u304b\u308b\u3053\u3068\u304c\u591a\u304f\u3001\u305d\u308c\u304c\u5c0e\u5165\u306e\u7406\u7531\u306b\u306a\u308a\u307e\u3059\u3002**\n\n**4\u301c5\u9031\u76ee\uff1a1\u8ab2\u3067\u8a08\u7b97\u3057\u3066\u307f\u308b**\n\nOR-Tools \u306e\u5f93\u696d\u54e1\u30b7\u30d5\u30c8\u306e\u4f8b\u3092\u52d5\u304b\u3057\u3001\u81ea\u793e\u306e\u5236\u7d04\u306b\u7f6e\u304d\u63db\u3048\u307e\u3059\u3002**\u5fc5\u8981\u4eba\u6570\u306f\u30bd\u30d5\u30c8\u5236\u7d04\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002** \u8a08\u7b97\u6642\u9593\u3092\u5b9f\u6e2c\u3057\u3001\u7ba1\u7406\u8005\u306b\u7d50\u679c\u3092\u898b\u305b\u3066\u300c\u4f7f\u3048\u308b\u304b\u300d\u3092\u805e\u304d\u307e\u3059\u3002\n\n**2\u304b\u6708\u76ee\uff1a\u81ea\u7531\u8a18\u8ff0\u306e\u5909\u63db\u3092\u8a66\u3059**\n\n\u904e\u53bb\u306e\u30b7\u30d5\u30c8\u5e0c\u671b\u7528\u7d19\u304b\u308930\u4ef6\u3092\u9078\u3073\u3001LLM\u3067\u5909\u63db\u3055\u305b\u307e\u3059\u3002**\u7ba1\u7406\u8005\u306e\u8aad\u307f\u53d6\u308a\u3068\u6bd4\u3079\u3001\u8aa4\u308a\u3068\u78ba\u8a8d\u4e8b\u9805\u306e\u6570\u3092\u6570\u3048\u307e\u3059\u3002**\n\n**3\u304b\u6708\u76ee\u4ee5\u964d\uff1a** \u30d5\u30a9\u30fc\u30e0\u3067\u306e\u5e0c\u671b\u53d7\u4ed8\u3001\u7af6\u5408\u306e\u8aac\u660e\u3001\u624b\u76f4\u3057\u5f8c\u306e\u691c\u8a3c\u3092\u8ffd\u52a0\u3057\u30011\u8ab2\u30673\u304b\u6708\u904b\u7528\u3057\u307e\u3059\u3002**600\u5206\u304c\u4f55\u5206\u306b\u306a\u308b\u304b\u3092\u5b9f\u6e2c\u3057\u3001\u624b\u76f4\u3057\u306e\u7406\u7531\u3092\u96c6\u3081\u3066\u5236\u7d04\u306b\u66f8\u304d\u8db3\u3057\u3066\u3044\u304d\u307e\u3059\u3002** \u4ed6\u306e\u8ab2\u3078\u5e83\u3052\u308b\u306e\u306f\u305d\u306e\u5f8c\u3067\u3059\u3002\n\n---","related_usecases":["UC-0060","UC-0023","UC-0073","UC-0081"],"related_articles":[{"id":3581,"slug":"rfm-bunseki-ai","title":"RFM\u5206\u6790\u3092\u751f\u6210AI\u3067\u9032\u3081\u308b\u65b9\u6cd5\uff5c\u512a\u826f\u9867\u5ba2\u3092\u898b\u6975\u3081\u308b"},{"id":3211,"slug":"cohort-bunseki-ai","title":"\u30b3\u30db\u30fc\u30c8\u5206\u6790\u306b\u751f\u6210AI\u3092\u6d3b\u304b\u3059\u65b9\u6cd5\uff5c\u5b9a\u7740\u3068\u96e2\u8131\u3092\u898b\u629c\u304f"},{"id":3775,"slug":"3c-bunseki-ai","title":"3C\u5206\u6790\u3092\u751f\u6210AI\u3067\u9032\u3081\u308b\u65b9\u6cd5\uff5c\u9867\u5ba2\u30fb\u7af6\u5408\u30fb\u81ea\u793e\u3092\u4e00\u679a\u306b"}],"sources":"| \u78ba\u8a8d\u3057\u305f\u5185\u5bb9 | \u60c5\u5831\u6e90 | \u78ba\u8a8d\u65e5 |\n|:--|:--|:--|\n| Google OR-Tools \u306e CP-SAT \u30bd\u30eb\u30d0\u30fc\u3067\u5f93\u696d\u54e1\u306e\u30b7\u30d5\u30c8\u4f5c\u6210\uff08\u5404\u65e51\u30b7\u30d5\u30c8\u3001\u9023\u7d9a\u30b7\u30d5\u30c8\u306e\u7981\u6b62\u306a\u3069\u306e\u5236\u7d04\uff09\u3092\u6271\u3048\u308b\u3053\u3068\u3002\u516c\u5f0f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306b\u5f93\u696d\u54e1\u30b7\u30d5\u30c8\u306e\u4f8b\u304c\u7528\u610f\u3055\u308c\u3066\u3044\u308b\u3053\u3068 | [Google for Developers: Employee Scheduling\uff08OR-Tools\uff09](https:\/\/developers.google.com\/optimization\/scheduling\/employee_scheduling) | 2026-09-15 |\n| \u3088\u308a\u8907\u96d1\u306a\u30b7\u30d5\u30c8\u4f5c\u6210\u306e\u5b9f\u88c5\u4f8b\uff08`shift_scheduling_sat.py`\uff09\u304c OR-Tools \u306e\u30ea\u30dd\u30b8\u30c8\u30ea\u306b\u516c\u958b\u3055\u308c\u3066\u3044\u308b\u3053\u3068 | [google\/or-tools: examples\/python\/shift_scheduling_sat.py](https:\/\/github.com\/google\/or-tools\/blob\/stable\/examples\/python\/shift_scheduling_sat.py) | 2026-09-15 |\n| \u6642\u9593\u5916\u52b4\u50cd\u306e\u4e0a\u9650\u304c\u539f\u5247\u3068\u3057\u3066\u670845\u6642\u9593\u30fb\u5e74360\u6642\u9593\u3067\u3042\u308a\u3001\u7279\u5225\u6761\u9805\u3092\u7d50\u3093\u3060\u5834\u5408\u3082\u5e74720\u6642\u9593\u4ee5\u5185\u3001\u8907\u6570\u6708\u5e73\u574780\u6642\u9593\u4ee5\u5185\u3001\u6708100\u6642\u9593\u672a\u6e80\u3001\u670845\u6642\u9593\u8d85\u306f\u5e746\u56de\u307e\u3067\u3092\u6e80\u305f\u3059\u5fc5\u8981\u304c\u3042\u308b\u3053\u3068 | [\u539a\u751f\u52b4\u50cd\u7701 \u50cd\u304d\u65b9\u6539\u9769\u7279\u8a2d\u30b5\u30a4\u30c8\uff1a\u6642\u9593\u5916\u52b4\u50cd\u306e\u4e0a\u9650\u898f\u5236](https:\/\/hatarakikatakaikaku.mhlw.go.jp\/overtime.html) | 2026-09-15 |\n| Claude API \u306b\u3001\u51fa\u529b\u3092JSON\u30b9\u30ad\u30fc\u30de\u306b\u6cbf\u308f\u305b\u308b\u69cb\u9020\u5316\u51fa\u529b\u306e\u6a5f\u80fd\u304c\u3042\u308b\u3053\u3068\uff082026-09-15\u6642\u70b9\u3067\u306f\u30d9\u30fc\u30bf\u6a5f\u80fd\uff09 | [Claude Platform Docs: Structured outputs](https:\/\/platform.claude.com\/docs\/en\/build-with-claude\/structured-outputs) | 2026-09-15 |\n\n\u8a08\u7b97\u6642\u9593\u306f\u5236\u7d04\u306e\u6570\u3068\u898f\u6a21\u306b\u3088\u3063\u3066\u5927\u304d\u304f\u5909\u308f\u308a\u307e\u3059\u3002**\u3053\u306e\u90e8\u5206\u306f\u81ea\u793e\u306e\u30c7\u30fc\u30bf\u3067\u306e\u5b9f\u6e2c\u304c\u5fc5\u8981\u3067\u3059\u3002** 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