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  "recorded": "2026-10-27",
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    {
      "title": "01 / 进入网站，无需安装",
      "caption": "从首页进入论文库、学习卡片和自动研究工作流。",
      "seconds": 6
    },
    {
      "title": "02 / 找到相关论文",
      "caption": "按领域、机构、主题或时间浏览，再查看方法简介与实现解读。",
      "seconds": 6
    },
    {
      "title": "03 / 从主题开始，目录按需展开",
      "caption": "6 个主题、31 个子主题；问题按主题归档，避免一页铺满。",
      "seconds": 6
    },
    {
      "title": "04 / 每篇论文，分四层学习",
      "caption": "基础理解 → 核心机制 → 方法对比 → 实现细节；支持单篇与层次筛选。",
      "seconds": 8
    },
    {
      "title": "05 / 先回答，再展开答案与例子",
      "caption": "每问都有直接解释、教学例子和来源；保留实验与复现边界。",
      "seconds": 8
    },
    {
      "title": "06 / 新论文和旧论文补题，都能接着读",
      "caption": "最近新增统一汇总；主题、子主题、层次与关键词可组合筛选。",
      "seconds": 6
    },
    {
      "title": "07 / 学完之后，核对真实实验",
      "caption": "查看数据集、指标、seed 与验证说明，继续追溯原始指标产物。",
      "seconds": 8
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