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README.md

SanTOK Cognitive Documentation

Overview

This directory contains deep technical documentation for SanTOK Cognitive.

Complete Document Index

Core Documents

Document Lines Description
../ARCHITECTURE.md ~1200 Complete system architecture
../WHITEPAPER.md ~500 Academic paper / RFC

Deep Technical Specifications

Document Lines Description
GRAPH_DEEP.md ~520 Graph module internals
TREES_DEEP.md ~600 Trees module internals
ALGORITHMS_DEEP.md ~710 All algorithm formulas
REASONING_DEEP.md ~670 20+ inference rules

Formal & Planning Documents

Document Lines Description
INVARIANTS.md ~450 32 formal guarantees
ROADMAP_V2.md ~500 v2 future features

Quick Navigation

📐 Architecture Overview (../ARCHITECTURE.md)

  • System components diagram
  • Module dependencies
  • Data flow diagrams
  • Mathematical foundations
  • 11 major sections

📄 Whitepaper (../WHITEPAPER.md)

  • Problem statement
  • Design philosophy
  • Architecture overview
  • Comparison with LLMs
  • Formal properties

🔷 Graph Module (GRAPH_DEEP.md)

  • GraphNode structure (100 bytes)
  • GraphEdge structure (150 bytes)
  • RelationType enum (15+ types)
  • GraphStore internals (O(1) ops)
  • Serialization formats

🌲 Trees Module (TREES_DEEP.md)

  • TreeNode structure
  • 4 tree types (Concept, Document, Reasoning, Version)
  • Traversal algorithms (DFS, BFS)
  • Path operations
  • Tree metrics

🧮 Algorithms (ALGORITHMS_DEEP.md)

  • SanTOKRanker: score = α·R + β·C + γ·H + δ·F
  • SanTOK9Scorer: Digital root math
  • SanTOKSimilarity: 4-component formula
  • SanTOKGraphWalker: Energy-based traversal
  • SanTOKPatternMatcher: 34 patterns

🧠 Reasoning (REASONING_DEEP.md)

  • 20+ inference rules (transitivity, inverse, etc.)
  • InferenceEngine algorithm
  • Contradiction detection (5 types)
  • SanTOKVerbalizer templates
  • Complete pipeline diagram

✅ Invariants (INVARIANTS.md)

  • 32 formal invariants
  • Graph invariants (G1-G8)
  • Tree invariants (T1-T5)
  • Memory invariants (M1-M2)
  • Inference invariants (I1-I4)
  • Algorithm invariants (A1-A9)
  • System guarantees (S1-S4)

🚀 Roadmap v2 (ROADMAP_V2.md)

  • Phase 1: Belief Revision
  • Phase 2: Incremental Learning
  • Phase 3: Advanced Contradictions
  • Phase 4: Enhanced Verbalization
  • Phase 5: Performance Optimization

Running Demos

# Complete showcase
python -m santok_cognitive.showcase

# Pure SanTOK demo
python -m santok_cognitive.demo_pure

# Algorithms demo
python -m santok_cognitive.demo_algorithms

Key Principles

  1. 100% Unique - No borrowed algorithms
  2. No Neural Networks - Pure symbolic
  3. Explainable - Every decision traceable
  4. Modular - Components work independently
  5. Safe - Never modifies santok_complete

Document Statistics

Metric Count
Total documents 8
Total lines ~5,000+
Formal invariants 32
Inference rules 20+
Algorithm formulas 15+
ASCII diagrams 50+