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原始资料（不可修改 / Immutable）\n│   ├── literature/               #   文献全文 PDF/解析文本\n│   ├── news/                     #   资讯/报道原文\n│   └── personal/                 #   个人实验数据、笔记\n├── db/                           # 结构化数据库\n│   ├── literature.json           #   文献元数据（Identifier 为唯一 key）\n│   ├── news.json                 #   资讯条目\n│   ├── personal_data.json        #   个人学术数据\n│   └── tags.json                 #   标签体系\n├── wiki/                         # LLM 维护的 Wiki 知识层\n│   ├── index.md                  #   知识目录\n│   ├── log.md                    #   操作日志\n│   └── [topic-pages].md          #   主题/概念页面\n├── vectors/                      # 向量化存储\n│   ├── embeddings.json           #   向量数据\n│   └── vector_config.json        #   向量化范围配置\n├── sessions/                     # 研究专题（文献子集+笔记+分析）\n│   └── {slug}_yyyymmdd/\n│       ├── session.json           #   专题元数据\n│       ├── literature.json        #   选中文献快照\n│       ├── notes.md               #   用户研究笔记\n│       └── analysis.md            #   AI 生成的研究综述\n└── KB-SCHEMA.md                  # 知识库 Schema 与约定"},{"kind":"example","language":"text","snippet":"检查 global-biblio-base 的 config.json\n  ├── SMARTLIB_EMAIL 已配置 → 复用凭证，进入配额检查\n  │\n  │   配额检查: GET {GATEWAY_URL}/quota?email={SMARTLIB_EMAIL}\n  │\n  │   如果返回 404 \"not_registered\" → 用户可能已被重置/删除\n  │     → 提示: \"检测到您的账户需要重新绑定，正在自动重新注册...\"\n  │     → 调 gateway /register（使用同一邮箱）→ 写入 config.json\n  │     → 注册成功后继续配额检查\n  │\n  └── SMARTLIB_EMAIL 未配置 → 引导用户先注册:\n        \"📋 知识库需要 SmartLib 检索能力。首次使用需绑定邮箱（免费 100 次/月，仅用于配额管理），请输入邮箱即可开始:\"\n        用户输入 → 调 gateway /register（无需验证码）→ 写入 config.json\n        → 成功: \"✅ 注册成功！本月免费 100 次，可立即使用（邮箱验证仅充值时需要，现在不验证也能用）。请告诉我您想检索或录入什么文献——\"\n        → 失败 → 提示原因 → 终止"}]}}