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README.md
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README.md
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@ -46,42 +46,6 @@
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- **任务自动化**：复用历史任务中的成功路径、失败教训和操作流程。
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</details>
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## 📁 记忆系统
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> Memory as File, File as Memory.
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ReMe 将**记忆视为文件**，让原始对话和外部资料从 `reme_session/`、`resource/` 渐进加工到 `daily/`，再沉淀为 `digest/`
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中可长期复用的知识节点。
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### 目录结构
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```text
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<vault_dir>/
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├── reme_metadata/ # 系统索引、图谱、catalog 等持久状态
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├── reme_session/ # 原始对话和 Agent session
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│ ├── dialog/
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│ │ └── <session_id>.jsonl
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│ ├── agentscope/
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│ └── claude_code/
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├── resource/ # 外部原始材料
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│ └── YYYY-MM-DD/
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│ └── <resource>.<ext>
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├── daily/ # 浅加工记忆：当天事实、对话摘要、资源解读
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│ ├── YYYY-MM-DD.md
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│ └── YYYY-MM-DD/
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│ ├── <session_id>.md
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│ ├── <resource_stem>.md
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│ └── interests.yaml
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└── digest/ # 长期记忆：个人事实、流程经验、知识节点
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├── personal/
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├── procedure/
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└── wiki/
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```
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<p align="center">
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<img src="docs/figure/reme-overview.svg" alt="ReMe 文件化记忆系统总览" width="92%">
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</p>
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## 🚀 快速开始
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### 安装
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@ -135,21 +99,53 @@ reme version
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curl -s http://127.0.0.1:2333/version -H 'Content-Type: application/json' -d '{}'
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```
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更多细节见 [快速开始](docs/zh/quick_start.md)。
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## 🔌 接入 ReMe
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ReMe 通过 SKILL.md + CLI + hook（可选）接入支持的 Agent 框架：
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- 为 Agent 加入 [reme_memory](reme/skills/reme_memory/SKILL.md) skill，并允许它调用
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`reme search/read/write/auto_memory/proactive` 等 CLI
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- 在 Agent 的 after-reply hook 中调用 `auto_memory`
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- 在Agent hook中调用 `auto_memory` 和 `proactive`
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- `auto_index` / `auto_resource` 通过文件监控自动触发
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- `auto_dream` 通过定时任务自动触发
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QwenPaw 2.0 将会集成新版 ReMe；未来也会推出 Claude Code plugin，降低手动接入成本。
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## 🧰 能力介绍
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更多细节见 [快速开始](docs/zh/quick_start.md)。
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ReMe 的能力可以分为两类：自动记忆流程和 Vault 操作接口。
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## 📁 记忆系统
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> Memory as File, File as Memory.
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ReMe 将**记忆视为文件**，让原始对话和外部资料从 `reme_session/`、`resource/` 渐进加工到 `daily/`，再沉淀为 `digest/`
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中可长期复用的知识节点。
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### 目录结构
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```text
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<vault_dir>/
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├── reme_metadata/ # 系统索引、图谱、catalog 等持久状态
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├── reme_session/ # 原始对话和 Agent session
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│ ├── dialog/
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│ │ └── <session_id>.jsonl
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│ ├── agentscope/
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│ └── claude_code/
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├── resource/ # 外部原始材料
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│ └── YYYY-MM-DD/
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│ └── <resource>.<ext>
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├── daily/ # 浅加工记忆：当天事实、对话摘要、资源解读
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│ ├── YYYY-MM-DD.md
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│ └── YYYY-MM-DD/
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│ ├── <session_id>.md
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│ ├── <resource_stem>.md
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│ └── interests.yaml
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└── digest/ # 长期记忆：个人事实、流程经验、知识节点
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├── personal/
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├── procedure/
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└── wiki/
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```
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<p align="center">
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<img src="docs/figure/reme-overview.svg" alt="ReMe 文件化记忆系统总览" width="92%">
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</p>
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### 自动记忆流程
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@ -1,6 +1,6 @@
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<svg xmlns="http://www.w3.org/2000/svg" width="1200" height="640" viewBox="0 0 1200 640" role="img" aria-labelledby="title desc">
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<title id="title">ReMe overview</title>
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<desc id="desc">A hand-drawn style overview of ReMe, showing Auto Memory, Auto Resource, Auto Dream, Memory Search, and Memory as File.</desc>
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<desc id="desc">A hand-drawn style overview of ReMe, showing Auto Memory plus Auto Resource, Auto Dream plus Proactive, Auto Index plus Memory Search, and Memory as File.</desc>
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<defs>
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<style>
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.bg { fill: #fffdf8; }
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@ -40,34 +40,48 @@
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<text class="subtitle" x="600" y="68" text-anchor="middle">A file-native memory loop: capture, consolidate, link, search, and proactively surface what matters.</text>
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<!-- Top workflow -->
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<g transform="translate(40 124)">
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<rect class="blue ink thin" x="0" y="0" width="300" height="110" rx="16"/>
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<text class="label" x="88" y="67" text-anchor="middle">Capture</text>
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<text class="tiny" x="88" y="82" text-anchor="middle">conversation</text>
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<rect class="yellow ink thin step" x="162" y="48" width="100" height="42" rx="10"/>
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<text class="label" x="212" y="67" text-anchor="middle">Write</text>
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<text class="tiny" x="212" y="82" text-anchor="middle">daily card</text>
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<path class="arrow" d="M140 69 H160"/>
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</g>
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<g transform="translate(40 120)">
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<rect class="blue ink thin" x="0" y="0" width="300" height="260" rx="18"/>
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<text class="head" x="150" y="31" text-anchor="middle">Auto Memory + Auto Resource</text>
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<text class="text" x="150" y="56" text-anchor="middle">Capture sessions and resources into daily cards.</text>
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<rect class="green ink thin" x="0" y="0" width="300" height="110" rx="16"/>
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<text class="label" x="88" y="67" text-anchor="middle">Read</text>
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<text class="tiny" x="88" y="82" text-anchor="middle">resource file</text>
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<text class="label" x="212" y="67" text-anchor="middle">Write</text>
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<text class="tiny" x="212" y="82" text-anchor="middle">daily card</text>
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<text class="label" x="54" y="27" text-anchor="middle">Auto</text>
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<text class="label" x="54" y="45" text-anchor="middle">Memory</text>
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<text class="label" x="131" y="29" text-anchor="middle">Capture</text>
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<text class="tiny" x="131" y="44" text-anchor="middle">chat</text>
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<rect class="yellow ink thin step" x="178" y="12" width="56" height="40" rx="9"/>
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<text class="label" x="206" y="29" text-anchor="middle">Write</text>
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<text class="tiny" x="206" y="44" text-anchor="middle">daily</text>
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<path class="arrow" d="M164 32 H176"/>
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</g>
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<g transform="translate(24 162)">
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<rect class="green ink thin dash" x="0" y="0" width="252" height="64" rx="13"/>
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<text class="label" x="54" y="27" text-anchor="middle">Auto</text>
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<text class="label" x="54" y="45" text-anchor="middle">Resource</text>
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<rect class="box ink thin step" x="100" y="12" width="62" height="40" rx="9"/>
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<text class="label" x="131" y="29" text-anchor="middle">Read</text>
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<text class="tiny" x="131" y="44" text-anchor="middle">source</text>
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<rect class="yellow ink thin step" x="178" y="12" width="56" height="40" rx="9"/>
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<text class="label" x="206" y="29" text-anchor="middle">Write</text>
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<text class="tiny" x="206" y="44" text-anchor="middle">daily</text>
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<path class="arrow" d="M164 32 H176"/>
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</g>
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</g>
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<g transform="translate(380 120)">
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<rect class="yellow ink thin" x="0" y="0" width="320" height="260" rx="18"/>
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<text class="head" x="160" y="32" text-anchor="middle">Auto Dream</text>
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<text class="text" x="160" y="58" text-anchor="middle">Daily notes -> durable digest</text>
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<text class="head" x="160" y="32" text-anchor="middle">Auto Dream + Proactive</text>
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<text class="text" x="160" y="58" text-anchor="middle">Consolidate notes, link knowledge, surface interests.</text>
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<rect class="box ink thin step" x="38" y="84" width="112" height="56" rx="12"/>
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<text class="label" x="94" y="108" text-anchor="middle">Extract</text>
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<g transform="translate(730 120)">
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<rect class="violet ink thin" x="0" y="0" width="430" height="260" rx="18"/>
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<text class="head" x="230" y="31" text-anchor="middle">Memory Search</text>
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<text class="text" x="230" y="56" text-anchor="middle">Ask the vault, then follow the graph.</text>
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<text class="head" x="215" y="31" text-anchor="middle">Auto Index + Memory Search</text>
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<text class="text" x="215" y="56" text-anchor="middle">Keep indexes fresh, recall chunks, then follow links.</text>
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<g transform="translate(44 96)">
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<rect class="blue ink thin step" x="0" y="0" width="96" height="92" rx="13"/>
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<text class="label" x="48" y="28" text-anchor="middle">Hybrid</text>
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<text class="label" x="48" y="46" text-anchor="middle">Index</text>
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<text class="tiny" x="48" y="67" text-anchor="middle">chunks</text>
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<text class="tiny" x="48" y="82" text-anchor="middle">+ wikilinks</text>
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<g transform="translate(24 86)">
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<rect class="blue ink thin dash" x="0" y="0" width="178" height="136" rx="14"/>
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<text class="label" x="89" y="24" text-anchor="middle">Auto Index</text>
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<rect class="box ink thin step" x="18" y="46" width="64" height="58" rx="10"/>
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<text class="label" x="50" y="70" text-anchor="middle">Watch</text>
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<text class="tiny" x="50" y="88" text-anchor="middle">changes</text>
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<rect class="yellow ink thin step" x="98" y="46" width="64" height="58" rx="10"/>
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<text class="label" x="130" y="70" text-anchor="middle">Build</text>
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<text class="tiny" x="130" y="88" text-anchor="middle">index</text>
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<g transform="translate(166 96)">
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<rect class="green ink thin step" x="0" y="0" width="96" height="92" rx="13"/>
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<text class="label" x="48" y="28" text-anchor="middle">Hybrid</text>
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<text class="label" x="48" y="46" text-anchor="middle">Retrieval</text>
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<text class="tiny" x="48" y="67" text-anchor="middle">BM25</text>
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<text class="tiny" x="130" y="88" text-anchor="middle">links</text>
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<text class="label" x="48" y="46" text-anchor="middle">Expansion</text>
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<text class="tiny" x="48" y="67" text-anchor="middle">outlinks</text>
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<text class="tiny" x="48" y="82" text-anchor="middle">+ inlinks</text>
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</g>
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</g>
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<path class="arrow" d="M340 315 H380"/>
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<!-- Bottom foundation -->
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<text class="tiny" x="106" y="39">long-term knowledge nodes</text>
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</svg>
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