{
  "student": {
    "interests": "考生兴趣爱好",
    "family_situation": "家庭情况",
    "career_direction": "就业方向",
    "subject_scores": { "语文": 125, "数学": 138 },
    "preferred_cities": ["北京", "上海"],
    "notes": "补充说明"
  },
  "analysis": {
    "intro": "来自 major_recommendation.intro",
    "strategy": "来自 major_recommendation.strategy",
    "major_directions": [
      {
        "icon": "🧑‍💻",
        "title": "专业方向名称",
        "match_level": "极高",
        "description": "方向说明"
      }
    ],
    "school_strategy": "来自 school_recommendation.school_strategy"
  },
  "recommended_majors": [],
  "recommended_schools": []
}