{
  "student": {
    "interests": "与 student.json 一致的辅助画像",
    "family_situation": "...",
    "career_direction": "...",
    "subject_scores": { "语文": 0, "数学": 0 },
    "preferred_cities": ["北京"],
    "notes": "..."
  },
  "intro": "综合测评开篇（可用 <strong> 强调，结合省份/分数/选科/兴趣）",
  "strategy": "整体填报策略（专业优先还是院校优先、冲稳保主线）",
  "major_directions": [
    {
      "icon": "🧑‍💻",
      "title": "前沿信息与硬核科技类",
      "match_level": "极高 | 高 | 较高 | 一般",
      "description": "匹配度说明 + 就业出口 + 针对该考生的具体建议（可用 HTML）"
    }
  ],
  "recommended_majors": [
    {
      "major_name": "必须与 parsed.json 完全一致",
      "major_class": "可选",
      "major_code": "必须与 parsed.json 完全一致",
      "university_name": "必须与 parsed.json 完全一致",
      "university_code": "必须与 parsed.json 完全一致",
      "modal": {
        "title": "专业推荐：专业名称",
        "body": "<h4>核心推荐维度</h4><ul><li><strong>可就业方向：</strong>...</li><li><strong>职业发展路径：</strong>...</li><li><strong>匹配理由：</strong>...</li></ul>"
      }
    }
  ]
}