[AIR-3][AIS-3][BPC-3][RES-3]

⚠️ DEPRECATION NOTICE ⚠️

This document is deprecated and will be removed in future versions. Please use the canonical AI labeling documentation at docs/standards/AI_LABELING.md. The canonical document standardizes all AI labeling formats and requirements.

AI-Driven Labeling System¶

Table of Contents¶

• Section 1
• Section 2

Overview¶

This document outlines our AI-driven labeling system for tracking requests, issues, improvements, and other project items.

Label Categories¶

AIR - Anya Improvement Requests¶

Format: AIR-[number]

AIR-001: Add new relay selection algorithm
AIR-002: Enhance key backup mechanism
AIR-003: Implement advanced repository connectivity

AIS - Anya Implementation Specifications¶

Format: AIS-[number]

AIS-001: Nostr protocol integration specification
AIS-002: Repository management system design
AIS-003: Key subscription workflow

AIT - Anya Issue Tracking¶

Format: AIT-[number]

AIT-001: Connection timeout with specific relays
AIT-002: Message encryption performance bottleneck
AIT-003: Key recovery process failure

AIM - Anya Integration Modules¶

Format: AIM-[number]

AIM-001: Nostr module integration
AIM-002: Web5 DWN connector
AIM-003: Bitcoin Core bridge

AIP - Anya Intelligence Patterns¶

Format: AIP-[number]

AIP-001: Smart relay selection
AIP-002: Adaptive message routing
AIP-003: Predictive caching

AIE - Anya Intelligence Enhancements¶

Format: AIE-[number]

AIE-001: Enhanced pattern recognition
AIE-002: Improved decision making
AIE-003: Advanced learning capabilities

Usage Guidelines¶

1. Creating New Items¶

## AIR-004: Implement Advanced Message Threading

## Description
Add support for hierarchical message threading with AI-driven organization.

## Requirements
- Thread depth management
- Message relationship tracking
- Automatic thread categorization
- AI-powered relevance sorting

## Implementation Notes
- Use ML for thread categorization
- Implement thread depth limits
- Add message relationship metadata

2. Referencing Items¶

// In code comments
/// Implements AIR-004: Advanced message threading
/// Related: AIS-002 (Relay management)
pub struct MessageThread {
    // Implementation
}

3. Commit Messages¶

git commit -m "AIR-004: Implement message threading core
- Add thread structure
- Implement depth management
- Add relationship tracking
Relates to: AIS-002, AIP-001"

Integration with Issue Tracking¶

GitHub Issues Template¶

name: Feature Request
about: Suggest an idea for Anya
title: 'AIR-XXX: '
labels: 'enhancement'
body:
  - type: markdown
    attributes:
      value: |
        Thanks for suggesting an improvement!
  - type: input
    id: air-number
    attributes:
      label: AIR Number
      description: Assigned AIR number for this request
      placeholder: 'AIR-XXX'
    validations:
      required: true

Pull Request Template¶

## Description
Implements [AIR-XXX]

## Related Items
- AIS-XXX: Related specification
- AIT-XXX: Fixes issue
- AIP-XXX: Uses pattern

## Changes
- Detailed changes...

## Testing
- Test coverage...

AI Integration¶

1. Automatic Labeling¶

def suggest_ai_label(content):
    """Suggest appropriate AI label based on content analysis."""
    if is_feature_request(content):
        return generate_air_number()
    elif is_specification(content):
        return generate_ais_number()
    elif is_issue(content):
        return generate_ait_number()
    # etc.

2. Relationship Detection¶

def detect_relationships(item):
    """Detect relationships between AI-labeled items."""
    related_items = []
    for reference in find_references(item.content):
        if is_ai_label(reference):
            related_items.append(reference)
    return related_items

3. Progress Tracking¶

def track_ai_items():
    """Track progress of AI-labeled items."""
    stats = {
        'AIR': {'total': 0, 'completed': 0},
        'AIS': {'total': 0, 'completed': 0},
        'AIT': {'total': 0, 'resolved': 0},
        'AIM': {'total': 0, 'integrated': 0},
        'AIP': {'total': 0, 'implemented': 0},
        'AIE': {'total': 0, 'enhanced': 0},
    }
    # Calculate statistics
    return stats

Best Practices¶

1. Unique Numbering
2. Numbers are never reused
3. Sequential assignment

4. Include in all relevant documentation

5. Cross-Referencing

6. Link related items
7. Maintain relationship graphs

8. Document dependencies

9. Documentation

10. Include AI labels in:

    • Code comments
    • Commit messages
    • Pull requests
    • Documentation
    • Issue tickets

11. Tracking

12. Regular status updates
13. Progress monitoring
14. Relationship mapping
15. Impact assessment

Tools Integration¶

1. GitHub Actions¶

name: AI Label Validation
on:
  pull_request:
    types: [opened, edited, synchronize]

jobs:
  validate-labels:
    runs-on: ubuntu-latest
    steps:
      - uses: actions/checkout@v2
      - name: Check AI Labels
        run: |
          python .github/scripts/validate_ai_labels.py

2. VS Code Extension¶

{
  "ai-labeling.patterns": {
    "AIR": "AIR-\\d{3}",
    "AIS": "AIS-\\d{3}",
    "AIT": "AIT-\\d{3}",
    "AIM": "AIM-\\d{3}",
    "AIP": "AIP-\\d{3}",
    "AIE": "AIE-\\d{3}"
  }
}

Examples¶

Feature Implementation¶

/// AIR-004: Advanced Message Threading
/// Implements thread management with AI-driven organization
/// Related: 
/// - AIS-002: Relay Management Specification
/// - AIP-001: Smart Message Routing
pub mod message_threading {
    // Implementation
}

Issue Resolution¶

/// AIT-002: Fix message encryption performance
/// Implements optimized encryption using parallel processing
/// Enhancement: AIE-001 (Pattern Recognition)
pub fn optimize_encryption() {
    // Implementation
}

Integration Module¶

/// AIM-001: Nostr Integration
/// Implements core Nostr functionality
/// Specifications:
/// - AIS-001: Protocol Integration
/// - AIS-002: Relay Management
pub mod nostr {
    // Implementation
}

Documentation Infrastructure¶

## AIR-003: Repository Connectivity Standardization
## Updates GitHub URLs across the codebase for consistent references
## Related:
## - AIS-002: Repository Management
## - AIM-003: Bitcoin Core Bridge

## PowerShell script for URL consistency
function Update-RepositoryUrls {
    param(
        [string]$OldUrl = "github.com/botshelomokoka/anya-core",
        [string]$NewUrl = "github.com/anya-org/anya-core"
    )

    # Implementation details...
}

Last updated: 2025-03-06

See Also¶

• Related Document