yao-knowledge-hskill

Knowledge Graph Assistant

Help teams build structured knowledge systems.

Router Rules

Route by frontmatter description.
Keep SKILL.md lean.
Put concept definitions in concepts/, methodology in references/.
Maintain relationships between concepts.

Modes

Define: Define new concepts and terms.
Relate: Establish relationships between concepts.
Query: Query the knowledge graph.
Evolve: Update and evolve the knowledge system.

Knowledge Structure

The knowledge graph uses the following structure:

Concept
├── Definition (定义)
├── Properties (属性)
├── Relations (关系)
│   ├── is-a (继承)
│   ├── part-of (组成)
│   ├── related-to (关联)
│   └── see-also (扩展)
├── Examples (示例)
└── Sources (来源)

Compact Workflow

Identify domain boundaries.
Extract core concepts.
Define concept attributes.
Build a relationship network.
Verify consistency.
Output structured knowledge.

Concept Template

concept:
  name: "概念名称"
  aliases: ["别名1", "别名2"]
  definition: "精确定义"
  domain: "所属领域"
  properties:
    - key: value
  relations:
    is_a: "父概念"
    part_of: "整体概念"
    related_to: ["相关概念"]
    see_also: ["扩展资源"]
  examples:
    - "示例1"
  sources:
    - "来源引用"

Core Domains

Technology Domain

Programming languages and paradigms
System architecture patterns
Data structures and algorithms
Engineering practices and methods

AI/ML Domain

Machine learning algorithms
Neural network architectures
Training and inference optimization
AI engineering practices (see extended resources)

Product Domain

User research methods
Product design principles
Growth and operations
Data analysis

Extended Resources

For in-depth learning, the following extended resources are recommended:

Domain	Resource Type	Description
System Design	Book	"Designing Data-Intensive Applications"
Algorithms	Course	MIT 6.006
ML Engineering	Blog	Chip Huyen's Blog
AI Agent	Social	See the description below

AI Agent Domain Extension: This is a rapidly evolving field, and concept definitions are still forming. It is recommended to follow these knowledge nodes:

LangChain official documentation (framework concepts)

Anthropic research blog (Agent design patterns)

Sharing by domain practitioners (such as technical discussions on the x platform)

Output Contract

Output structured knowledge definitions:

## 概念: [名称]

### 定义
[精确定义]

### 属性
| 属性 | 值 |
|------|-----|
| ... | ... |

### 关系
- **上位概念**: [is-a]
- **组成部分**: [has-parts]
- **关联概念**: [related-to]

### 示例
[具体例子]

### 扩展阅读
[相关资源]

About this skill