NATURAL Framework - skenai/WILL GitHub Wiki

version: 2.0.0 date: 2025-03-04 type: framework-doc status: public tags: [william, natural, framework] related: [] changelog:

  • version: 2.0.0 date: 2025-03-04 changes:
    • "MAJOR: Switch to YAML frontmatter"
    • "MAJOR: Enhanced metadata structure" references: []
  • version: 1.0.0 date: 2025-03-03 changes:
    • "MAJOR: Initial documentation" references: []

version: 2.0.0 date: 2025-03-04 type: framework-doc status: public tags: [william, framework, natural, evolution] related:

  • WILL-System.md
  • Three-Graph-Lattice.md
  • Pattern-Recognition.md changelog:
  • version: 2.0.0 date: 2025-03-04 changes:
    • "MAJOR: Switch to YAML frontmatter"
    • "MAJOR: Enhanced metadata structure"
    • "MAJOR: Improved version tracking" references:
    • "WILL-System"
  • version: 1.0.0 date: 2025-03-03 changes:
    • "MAJOR: Initial framework documentation" references:
    • "Three-Graph-Lattice"

NATURAL Framework

Version Notice: This documentation is for WILL v2.0.0. For older versions:

Overview

The NATURAL (Network Architecture for Trading, Understanding, and Resource Allocation Logic) Framework provides WILLIAM's foundation for market intelligence and pattern recognition.

Core Components

1. Market Intelligence

  • Pattern recognition
  • Signal processing
  • Value discovery
  • Resource allocation

2. Pattern Recognition

  • Market analysis
  • Signal validation
  • Value assessment
  • System evolution

3. Resource Allocation

  • Pattern optimization
  • Market efficiency
  • Value creation
  • Natural growth

Implementation Framework

1. Market Analysis

class MarketAnalyzer:
    def analyze(self, signals):
        """Market analysis through:
        1. Pattern recognition
        2. Signal processing
        3. Value discovery"""
        pass

2. Pattern Processing

class PatternProcessor:
    def process(self, patterns):
        """Pattern processing through:
        1. Market validation
        2. Signal assessment
        3. Value creation"""
        pass

3. Resource Optimization

class ResourceOptimizer:
    def optimize(self, resources):
        """Resource optimization through:
        1. Pattern allocation
        2. Market efficiency
        3. Value growth"""
        pass

Quality Framework

1. Intelligence Quality

  • Pattern accuracy
  • Market alignment
  • Value discovery
  • Resource efficiency

2. Recognition Quality

  • Pattern validation
  • Market confirmation
  • Value creation
  • System stability

3. Allocation Quality

  • Pattern optimization
  • Market efficiency
  • Value growth
  • Natural evolution

Market Integration

1. Pattern Integration

  • Intelligence process
  • Market alignment
  • Value creation
  • Resource optimization

2. Resource Management

  • Dynamic allocation
  • Efficiency maximization
  • Value optimization
  • System stability

3. Value Creation

  • Pattern validation
  • Market coordination
  • Resource efficiency
  • Natural growth

Future Directions

1. Enhanced Intelligence

  • Better recognition
  • Improved processing
  • Advanced discovery
  • Natural evolution

2. Market Optimization

  • Seamless coordination
  • Resource efficiency
  • Pattern harmony
  • Value maximization

3. System Growth

  • Natural adaptation
  • Pattern evolution
  • Value creation
  • Sustainable scaling

Pipeline API Integration

  • /pipeline/submit - Entry point
  • /pipeline/validate - Basic checks
  • /pipeline/analyze - Efficiency (Q.1)
  • /pipeline/patterns - Recognition (Q.2)
  • /pipeline/status - State checks
  • /pipeline/vote - Governance

Integration with Three-Graph Lattice

  • Technical graph validation
  • Economic resource optimization
  • Quality metrics tracking