cognitive/docs/templates/ai_concept_template.md

title	type	status	created	tags	semantic_relations
AI Concept Template	template	stable	2024-02-12	template concept ai	type links implements ../guides/documentation_standards type links relates 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

---
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

---
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

---
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