cognitive/docs/templates/ai_concept_template.md
Daniel Ari Friedman 59a4bfb111 Updates
2025-02-12 10:51:38 -08:00

232 строки
3.7 KiB
Markdown

---
title: AI Concept Template
type: template
status: stable
created: 2024-02-12
tags:
- template
- concept
- ai
semantic_relations:
- type: implements
links: [[../guides/documentation_standards]]
- type: relates
links:
- [[template_guide]]
- [[guide_template]]
---
# AI Concept Template
## Overview
This template provides a standardized structure for documenting AI and cognitive modeling concepts in the framework.
## Template Structure
### Basic Template
```markdown
---
title: ${concept_name}
type: concept
status: draft
created: ${date}
tags:
- concept
- ai
- ${specific_tags}
semantic_relations:
- type: implements
links: []
- type: extends
links: []
- type: relates
links: []
---
# ${concept_name}
## Overview
Brief description of the AI concept.
## Theoretical Foundation
### Background
Core theoretical background and principles.
### Mathematical Framework
Mathematical formulation and notation.
### Key Components
Essential elements and mechanisms.
## Implementation
### Architecture
System architecture and components.
### Algorithms
Key algorithms and methods.
### Data Structures
Important data structures and representations.
## Applications
### Use Cases
Primary applications and scenarios.
### Examples
Implementation examples.
### Limitations
Known limitations and constraints.
## Integration
### Dependencies
Required components and dependencies.
### Interfaces
API and integration points.
### Configuration
Configuration options and parameters.
## Validation
### Testing Approach
Validation methodology.
### Metrics
Performance metrics and evaluation.
### Benchmarks
Standard benchmarks and results.
## Related Concepts
- [[related_concept_1]]
- [[related_concept_2]]
```
## Usage Guidelines
### Required Sections
1. Overview
2. Theoretical Foundation
3. Implementation
4. Applications
5. Integration
6. Validation
7. Related Concepts
### Optional Sections
1. Advanced Topics
2. Research Directions
3. Historical Context
4. Future Work
### Metadata Fields
1. Title
2. Type
3. Status
4. Created Date
5. Tags
6. Semantic Relations
## Best Practices
### Content Guidelines
1. Clear explanations
2. Mathematical precision
3. Code examples
4. Visual diagrams
5. Reference citations
### Writing Style
1. Technical accuracy
2. Logical flow
3. Consistent terminology
4. Clear examples
5. Proper citations
### Link Management
1. Relevant links
2. Bidirectional links
3. Hierarchical structure
4. Cross-references
## Template Variables
### Required Variables
- ${concept_name} - Name of the concept
- ${date} - Creation date
- ${specific_tags} - Concept-specific tags
### Optional Variables
- ${description} - Brief description
- ${author} - Content author
- ${version} - Version number
- ${references} - Reference list
## Examples
### Basic Concept
```markdown
---
title: Active Inference
type: concept
status: draft
created: 2024-02-12
tags:
- concept
- ai
- inference
- modeling
semantic_relations:
- type: implements
links: [[free_energy_principle]]
- type: relates
links:
- [[predictive_processing]]
- [[belief_updating]]
---
# Active Inference
## Overview
Active inference is a framework for understanding...
```
### Complex Concept
```markdown
---
title: Free Energy Principle
type: concept
status: draft
created: 2024-02-12
tags:
- concept
- ai
- theory
- modeling
semantic_relations:
- type: extends
links: [[information_theory]]
- type: relates
links:
- [[active_inference]]
- [[variational_inference]]
---
# Free Energy Principle
## Overview
The Free Energy Principle proposes that...
```
## Related Documentation
- [[template_guide]]
- [[guide_template]]
- [[documentation_standards]]