entity-memory-extraction · diff

git:20260507.50823d8 to git:20260507.44b06c0

1 added, 1 removed. Audit A to A.

---

name: entity-memory-extraction

description: Entity and fact extraction for user profiling and personalization

allowed-tools:

- Read

- Write

- Edit

- Bash

- Glob

- Grep

graph:

domains: [domain:software-engineering]

specializations: [specialization:ai-agents-conversational]

- skillAreas: [skill-area:natural-language-processing]

+ skillAreas: [skill-area:natural-language-processing, skill-area:context-management]

roles: [role:ml-engineer, role:backend-engineer]

workflows: [workflow:feature-development, workflow:ml-model-lifecycle]

---

# Entity Memory Extraction Skill

## Capabilities

- Extract entities from conversations

- Build and update user profiles

- Track preferences and facts

- Implement entity disambiguation

- Design entity relationship graphs

- Configure extraction rules and schemas

## Target Processes

- long-term-memory-management

- conversational-persona-design

## Implementation Details

### Extraction Types

1. **Named Entities**: People, places, organizations

2. **User Preferences**: Likes, dislikes, interests

3. **Facts**: Stated information about user

4. **Temporal**: Dates, events, schedules

5. **Relationships**: Connections between entities

### Configuration Options

- Extraction model selection

- Entity schema definition

- Confidence thresholds

- Update policies

- Storage backend

### Best Practices

- Define clear entity schemas

- Handle entity conflicts

- Implement confidence scoring

- Regular profile validation

- Privacy considerations

### Dependencies

- langchain

- spacy (optional)

- Custom extraction models