feat(vault): Phase 3 tools + batch citation/relation enrichment
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---
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categories:
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- "[[LLM Wiki]]"
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- '[[LLM Wiki]]'
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tags:
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- wiki
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- prompt-engineering
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- template
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created: 2026-04-08
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source: "[[llm-wiki]]"
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source: '[[llm-wiki]]'
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type: concept
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aliases:
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- Idea File 模板
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- 提示词模板
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- Prompt Template
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relations:
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- type: part_of
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target: '[[Obsidian]]'
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description: 同源：llm-wiki
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confidence: 3
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- type: extends
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target: '[[RAG vs 持久化知识库]]'
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confidence: 2
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- type: extends
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target: '[[BYOAI]]'
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confidence: 2
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---
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# 优秀提示词的结构化模板 — Idea File 模式
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@@ -93,6 +104,218 @@ A pattern for building personal knowledge bases using LLMs.
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**包含三个部分**：
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| 部分 | 说明 | 示例 |
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------|
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------|------|
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| **当前问题** | 主流方式的痛点 | "Most people's experience with LLMs looks like RAG…" |
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| **新方法** | 你的创新方案 | "Instead of retrieving, the LLM incrementally builds…" |
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| **关键差异** | 为什么这更好 | "The wiki is a persistent, compounding artifact" |
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---
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### 3. 应用场景 (Examples)
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使用 **场景 → 价值** 格式：
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```markdown
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- **Personal**: tracking goals, health, psychology...
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- **Research**: going deep on a topic over weeks...
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- **Reading a book**: filing each chapter as you go...
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```
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让 Agent 理解适用范围，不限定死实现方式。
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---
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### 4. 架构设计 (Architecture)
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使用**分层**或**组件**结构：
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```markdown
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There are three layers:
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- **Raw sources** — your curated collection...
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- **The wiki** — LLM-generated markdown files...
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- **The schema** — a document that tells the LLM...
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```
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每层清晰定义职责，便于 Agent 理解全局。
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---
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### 5. 核心操作/工作流 (Operations)
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**三种操作**模式：
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```markdown
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**Ingest.** You drop a new source... [描述 + 示例流程]
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**Query.** You ask questions... [描述 + 输出形式]
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**Lint.** Periodically, ask the LLM to health-check... [描述 + 检查项]
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```
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每个操作包含：触发条件、执行流程、预期产出。
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---
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### 6. 关键组件 (Key Components)
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```markdown
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Two special files help navigate:
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- **index.md** is content-oriented...
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- **log.md** is chronological...
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```
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说明核心组件及其作用，而非完整实现细节。
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---
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### 7. 工具推荐 (Tips and Tricks)
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```markdown
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- **Obsidian Web Clipper** is a browser extension...
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- **qmd** is a good option...
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```
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推荐工具但不强制，保持灵活性。
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---
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### 8. 为什么有效 (Why This Works)
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```markdown
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The tedious part is not the reading or thinking—
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it's the bookkeeping. LLMs don't get bored...
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```
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解释**原理**而非具体实现，让 Agent 理解本质后可自行扩展。
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---
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### 9. 说明 (Note) — 最重要的一部分
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```markdown
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This document is intentionally abstract.
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It describes the idea, not a specific implementation.
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The exact directory structure... will depend on your domain.
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The right way to use this is to share it with your LLM agent
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and work together to instantiate a version that fits your needs.
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```
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**核心意图**：这是想法，不是实现；请根据你的需求定制。
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---
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## Idea File 的核心原则
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| 原则 | 说明 |
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|------|------|
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| **分享想法，不给代码** | 只描述"做什么"，不规定"怎么做" |
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| **抽象但具体** | 说明理念但不限定实现细节 |
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| **模块化** | 每个部分独立，可选择使用 |
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| **可扩展** | "Your agent will build out the specifics" |
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| **协作式** | "Work together with your LLM agent" |
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---
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## 相关页面
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- [[LLM Wiki]] — 模板的实际应用案例
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- [[RAG vs 持久化知识库]] — 背景对比
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- [[BYOAI]] — 自带 AI 概念
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- [[Contamination Mitigation]] — 另一个 Idea File 示例
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## 来源
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---
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## 核心概念
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| 页面 | 简介 |
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|------|------|
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| [[Idea File 模板]] | Agent时代的思路分享范式 |
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- [[llm-wiki]] — Karpathy Gist 原文
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# 优秀提示词的结构化模板 — Idea File 模式
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> 基于 Karpathy 的 llm-wiki.md 分析提炼
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---
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## 核心理念
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> "在这个 LLM Agent 的时代，分享具体的代码或应用已经意义不大了。你只需要分享想法，然后对方的 Agent 会根据你的具体需求来定制和构建。"
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这是 **Idea File（想法文件）** 模式的核心：**只分享思路，不分享代码；Agent 会帮你实现具体细节。**
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---
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## Idea File 模板结构
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```
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┌─────────────────────────────────────────────────────────┐
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│ 1. 标题 (Title) │
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│ - 一句话定义 (One-liner) │
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├─────────────────────────────────────────────────────────┤
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│ 2. 核心思想 (The Core Idea) │
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│ - 当前问题/主流方式 │
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│ - 新的方法/理念 │
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│ - 关键差异点 │
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├─────────────────────────────────────────────────────────┤
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│ 3. 应用场景 (Examples) │
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│ - 场景1 │
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│ - 场景2 │
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│ - 场景3 │
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├─────────────────────────────────────────────────────────┤
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│ 4. 架构设计 (Architecture) │
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│ - 层1：xxx │
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│ - 层2：xxx │
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│ - 层3：xxx │
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├─────────────────────────────────────────────────────────┤
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│ 5. 核心操作/工作流 (Operations) │
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│ - 操作1：描述 + 示例 │
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│ - 操作2：描述 + 示例 │
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│ - 操作3：描述 + 示例 │
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├─────────────────────────────────────────────────────────┤
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│ 6. 关键组件 (Key Components) │
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│ - 组件1：用途 │
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│ - 组件2：用途 │
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├─────────────────────────────────────────────────────────┤
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│ 7. 工具推荐 (Tools & Tips) │
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│ - 工具1 │
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│ - 工具2 │
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├─────────────────────────────────────────────────────────┤
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│ 8. 为什么有效 (Why This Works) │
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│ - 原理分析 │
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│ - 优势说明 │
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├─────────────────────────────────────────────────────────┤
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│ 9. 说明 (Note) │
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│ - 可定制性 │
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│ - 模块化原则 │
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└─────────────────────────────────────────────────────────┘
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```
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---
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## 各部分详解
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### 1. 标题 + 一句话定义
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```markdown
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## LLM Wiki
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A pattern for building personal knowledge bases using LLMs.
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```
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**目的**：让 Agent 立即理解这是关于什么的
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---
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### 2. 核心思想 (The Core Idea)
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**包含三个部分**：
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| 部分 | 说明 | 示例 |
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|------|------|------|
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| **当前问题** | 主流方式的痛点 | "Most people's experience with LLMs looks like RAG…" |
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