Babylon

Tutorials

  • Tutorials
    • Getting Started
      • Installation
        • Requirements
        • Installation Steps
        • Development Tools
      • Quickstart
        • Running the Simulation
        • Understanding the Output
        • Core Concepts
        • Next Steps
    • What You’ll Learn
    • Next Steps
    • See Also

How-To Guides

  • How-To Guides
    • Extending the Simulation
      • Add a Custom System
        • Prerequisites
        • Create a System Class
        • Register Your System
        • Use the Formula Registry
        • Emit Events
        • Test Your System
        • Debug Your System
        • See Also
      • Tune Simulation Parameters
        • Prerequisites
        • Load Configuration
        • Use with SimulationConfig
        • Run Parameter Analysis
        • Common Parameter Combinations
        • Debug Configuration
        • Best Practices
        • See Also
    • State Apparatus AI (Feature 039)
      • How to Work with the State Apparatus AI
        • How to Add a New Sub-verb
        • How to Tune Faction Dynamics
        • How to Adjust the REPRESS Pipeline
        • How to Use God Mode for Debugging
        • How to Integrate with State AI Events
        • How to Run the Integration Test
        • How to Read Player-Visible State Information
        • How to Add a New Faction Shift Trigger
        • See Also
    • Debugging & Analysis
      • Debug Simulation Outcomes
        • Prerequisites
        • Symptom Identification
        • Step 1: Verify Formula Correctness
        • Step 2: Run a Trace Analysis
        • Step 3: Use Structured Logging
        • Step 4: Compare Against Theory
        • Step 5: Isolate the Problem
        • Common Failure Patterns
        • Getting Help
        • See Also
      • Analyze Parameter Sensitivity
        • Prerequisites
        • Available Tools
        • Single-Run Trace Analysis
        • Parameter Sweep Analysis
        • Interpreting Results
        • Visualizing Results
        • Available Parameters
        • Best Practices
        • See Also
    • GUI Development
      • GUI Development Guide
        • Design Philosophy: Bunker Constructivism
        • Architecture
        • Development Standards
        • Reference
    • Getting Started
      • Set Up a Development Environment
        • Prerequisites Overview
        • Linux / macOS Setup
        • Windows Setup (WSL + VSCode)
        • Using Mise (Optional)
        • Verifying Your Setup
        • Troubleshooting
        • See Also
    • Contributing
      • Submit a Pull Request
        • Prerequisites
        • Branch from dev
        • Make Your Changes
        • Commit Your Changes
        • Push and Create PR
        • The PR Template
        • What Happens Next
        • Handling CI Failures
        • Keeping Your Branch Updated
        • See Also
      • Run CI Locally
        • Prerequisites
        • Quick Checks (Direct Commands)
        • Using Mise Tasks
        • Full CI Simulation with gh act
        • gh act Limitations
        • Pre-Commit Hooks
        • CI Job Reference
        • Troubleshooting
        • See Also
    • Coming Soon
    • See Also

Concepts

  • Concepts
    • Architecture
      • Architecture: The Embedded Trinity
        • Overview
        • The Ledger: Material State
        • The Topology: Relational State
        • The Archive: Semantic History
        • Engine Architecture
        • Data Flow Summary
        • Key Design Principles
        • See Also
      • Persistence Architecture
        • Why Two Backends?
        • The Protocol Boundary
        • Session-Scoped Isolation
        • Three-Database Topology
        • UPSERT Semantics and Idempotency
        • Trace Logging and Observability
        • Vector Search Migration
        • See Also
      • Simulation Systems Architecture
        • The Modular System Design
        • The System Protocol
        • System Execution Order
        • The Twelve Systems
        • See Also
      • Event System Architecture
        • The Observer Pattern
        • Why Typed Events?
        • Event Categories
        • The Conversion Pipeline
        • Observer Event Injection
        • Event Immutability
        • Graceful Degradation
        • Narrative Integration
        • Testing Events
        • Design Decisions
        • See Also
    • Theoretical Foundation
      • MLM-TW Theoretical Foundation
        • Core Thesis
        • The Fundamental Theorem
        • Class Categories
        • The Fascist Bifurcation
        • Proletarian Internationalism
        • The Tendency of the Rate of Profit to Fall
        • The Metabolic Rift
        • The Tragedy of Inevitability
        • Sources
        • See Also
    • Economic Theory
      • The Marxian Value Tensor: Labor-Hours, Not Dollars
        • Why a Tensor?
        • The Three Value Components
        • The Four Departments
        • The Visibility Scalar: g₃₃
        • SNLT and the Transformation Problem
        • The NAICS-to-Department Mapping
        • The BEA Ratio Pipeline
        • Detroit Through the Tensor
        • See Also
      • The Economics Pipeline: From Value to Class Struggle
        • The Pipeline as Causal Chain
        • Capital Stock and the Falling Rate of Profit
        • The Monetary Expression of Labor Time
        • Throughput: The Geography of Value
        • The Three Invisibilities
        • Class Dynamics: The Engine of History
        • Detroit Through the Pipeline
        • See Also
      • Imperial Rent
        • Definition
        • Fundamental Theorem
        • Labor Aristocracy
        • Implementation
        • See Also
      • Capital Volume I: The Production of Surplus Value
        • Why Volume I Matters for the Simulation
        • The Industrial Reserve Army of Labor
        • Primitive Accumulation / Ongoing Dispossession
        • The Working Day
        • The Feedback Loop
        • See Also
      • Capital Volume II: The Circulation of Capital
        • Why Volume II Matters for the Simulation
        • Capital as Process: The M-C-P-C’-M’ Circuit
        • Turnover Time: Why Speed Matters
        • Fixed vs Circulating Capital
        • The Reproduction Schema
        • Realization Crisis
        • Circulation Costs: Productive vs Unproductive Labor
        • Integration with the Tick Pipeline
        • See Also
      • Piketty’s Rate of Return and Crisis Detection
        • The Theoretical Framework
        • Computing r from WID Data
        • Crisis Threshold Derivation
        • Relationship to Marxist Profit Rate
        • Dimensional Analysis: Hours, Dollars, and the MELT Bridge
        • Calibration Epistemology
        • Corroborating Sources
        • Data Source
        • See Also
      • The NAICS Hierarchy and Double-Counting
        • The Problem: Hierarchical Embedding
        • Why Simple Leaf Detection Fails
        • The Solution: Level 6 Filtering
        • The BEA Bridge Complication
        • Validation Against Published Data
        • See Also
      • Survival Calculus
        • Core Principle
        • Survival by Acquiescence
        • Survival by Revolution
        • Rupture Condition
        • Loss Aversion
        • Material Basis of Survival
        • Implementation
        • See Also
      • Reproductive Labor
        • Overview
        • Theoretical Foundation
        • The Visibility Tensor
        • The Infinity Dialectic
        • Usage Example
        • See Also
      • D-P-D’ Lifecycle Circuit
        • The Individual Lifecycle: D-P-D’
        • The Class Reproduction Circuit: P-D-P’
        • The Legitimation Bargain
        • Dual Circuit Interference
        • Inheritance and Class Mobility
        • Ideology Transmission
        • Integration With Existing Systems
        • See Also
      • Unified Class System
        • The Two-Criteria Problem
        • Community Filtration as Structural Modification
        • Class-Pair Solidarity Matrix
        • National Rent Differential
        • Class Reproduction via Inheritance and Dispossession
        • Fractal Consistency
        • See Also
    • Tensor Hierarchy (Feature 025)
      • Tensor Hierarchy Architecture
        • The Three Levels
        • Marxian Departments: Theory and Contested Boundaries
        • Protocol-Based Dependency Injection
        • Deferred Loaders: US4 and US5
        • Related Documentation
      • Input-Output Economics and the Leontief Inverse
        • What Input-Output Tables Measure
        • The Hawkins-Simon Condition
        • The Leontief Inverse
        • Total Labor Coefficients
        • Department Aggregation: From 70 to 4
        • Historical Context
        • Related Documentation
      • The Imperial Rent Field: Spatial Value Extraction
        • Commodity Flows as Value Flows
        • The Flow Matrix
        • Symmetric and Antisymmetric Decomposition
        • Theoretical Grounding
        • Limitations of the Approach
        • Related Documentation
      • Class Mobility: Markov Chains and Stationary Distributions
        • Class Transition as a Markov Chain
        • The Stationary Distribution
        • Computing the Stationary Distribution
        • Class Aggregation with Stationary Weights
        • Political Interpretation
        • The Deferred Loader
        • Related Documentation
    • Material Geography (Feature 036)
      • Material Geography: Infrastructure as Historical Force
        • Why Material Geography Matters
        • Terrain as Substrate
        • Biocapacity and Ecological Limits
        • Infrastructure as Capacity Constraint
        • Vertices and Junction Cascade
        • Nonlocal Edges
        • The Internet Dialectic
        • Integration with Field Topology
    • Consciousness & Organization
      • The Organization Model
        • Why Four Subtypes?
        • Class Character
        • Consciousness Tendency and the Five-Factor Formula
        • Emergent Topology
        • Key Figures and Structural Vulnerability
        • Legacy Migration
        • See Also
      • The Institution Model
        • Why a Third Layer?
        • Althusser’s Apparatus Classification
        • Social Function and Persistence
        • The Three-Faction Balance
        • Structural Selectivity
        • Class Inscription
        • Community Embeddedness
        • Relationship to Feature 031 and Feature 039
        • See Also
      • The OODA Loop System
        • Why Boyd’s OODA Loop?
        • Three-Layer Turn Resolution
        • Initiative and the State Advantage
        • Decision Mode and Cycle Time
        • Community-Modified Costs
        • Consciousness Effects
        • Lifecycle Capacity
        • Edge Transitions
        • Coefficient Derivation
        • See Also
      • George Jackson Bifurcation Model
        • Theoretical Foundation
        • The Ideology Axis
        • ConsciousnessTendency and the Three Directions
        • Consciousness Drift Formula
        • Empirical Validation
        • Historical Parallel
        • Implementation
        • Key Parameters
        • Strategic Implications
      • Consciousness-Weighted Bifurcation Topology
        • The Assimilation Trap
        • Why the Sigmoid of Collective Identity
        • Per-Axis Contradiction Analysis
        • The Weakest-Link Model
        • Community Bridges and Orthogonal Solidarity
        • The Material Solidarity Ceiling
        • Two-Pass Betti Numbers
        • Legitimation Crisis Amplifier
        • See Also
      • Community as Hyperedge
        • The Ontological Distinction
        • Why Not Pairwise Edges?
        • Overlap Creates Potential, Not Actuality
        • State Repression of Collective Structures
        • Update Frequencies
        • Structural Differentiation (Feature 029)
        • See Also
      • Community Consciousness and Structural Taxonomy
        • The Three-Category Taxonomy
        • Contradiction Axes
        • Community Consciousness
        • Infiltration Resistance
        • Cross-Class Bridges
        • See Also
      • Ternary Consciousness Model
        • The Problem with Stipulated Consciousness
        • The 2-Simplex Model
        • Organizational Landscape Derivation
        • Substrate Floor
        • The Assimilation Trap
        • Anisotropic Observation Error
        • Backward Compatibility
        • See Also
      • Dialectical Field Topology: Contradictions as Fields
        • The Problem: Bridging Quantity and Quality
        • From Mao to Mathematics
        • The Four Contradiction Fields
        • Spatial Derivatives: Where Contradictions Concentrate
        • Temporal Derivatives: How Fast and in What Direction
        • The Principal Contradiction
        • CO-OPTIVE Edges: The Theory of Co-optation
        • Compound Predicates: Declarative Transition Logic
        • Detroit as Empirical Validation
        • See Also
      • Percolation Theory & Phase Transitions
        • Theoretical Foundation
        • Phase States
        • The Percolation Threshold
        • Key Metrics
        • The Fascist Bifurcation
        • The Liquidity Gap
        • Resilience Testing: Sword of Damocles
        • Narrative Events
        • The Bondi Algorithm Aesthetic
        • Implementation
        • Data Models
        • Strategic Implications
        • See Also
      • Topology
        • The Graph Model
        • State Transformation
        • Solidarity Networks
        • Territory Heat
        • Phase States & Percolation
        • Resilience Testing
        • Implementation
    • State Apparatus AI (Feature 039)
      • About the State Apparatus AI
        • Why Three Factions, Not a Unitary Actor
        • The Composite Objective Function
        • The Escalation Ladder
        • Why Separate StateActionType from ActionType
        • The Observation Gap
        • Fascist Convergence
        • Budget as Strategic Constraint
        • Territory as Contested Space
        • Design Constraints
        • Known Limitations
        • See Also
    • State Repression
      • Carceral Equilibrium
        • The Default 70-Year Trajectory
        • The Seven Phases
        • The Revolution Window
        • The Warsaw Ghetto Dynamic
        • Control Ratio Mechanics
        • Theoretical Sources
        • The Mantra
        • See Also
      • Terminal Crisis Dynamics
        • From Plantation to Death Camp
        • The Imperial Circuit at Height
        • The Four Phases
        • The Institutional Progression
        • The Genocidal “Rationality”
        • Historical Parallels
        • Implementation
        • Theoretical Sources
        • See Also
      • The Warlord Trajectory
        • Discovery Context
        • The Key Insight
        • Two Valid Interpretations
        • Historical Parallels
        • Epoch 2 Branching Design
        • Player Agency Implications
        • The Mantra Extended
        • Status
        • See Also
      • Carceral Geography
        • Overview
        • The Detention Pipeline
        • Displacement Priority Modes
        • Territory Heat System
        • Eviction and Spillover
        • Operational Profiles
        • Integration with Other Systems
        • Implementation
        • Key Configuration
        • See Also
    • AI & RAG Systems
      • AI Integration
        • Overview
        • Vector Database Integration
        • Prompting Guidelines
        • Implementation Examples
        • API Integration
        • Best Practices
        • Context Window Management
        • Future Improvements
        • See Also
      • Context Window Management
        • Purpose
        • Architecture
        • Configuration Options
        • Content Prioritization
        • Optimization Process
        • Integration Points
        • Error Handling
        • Usage Examples
        • Current Status
        • Key Considerations
        • See Also
      • Object Tracking & Performance
        • Context Window Capacity
        • Practical Working Sets
        • Implementation
        • Performance Monitoring
        • Optimization Strategies
        • Object Lifecycle Management
        • RAG + Vector Database Architecture
        • Optimization Recommendations
        • Practical Limitations
        • See Also
    • Visual Identity
      • Visual Design Guidelines
        • Conceptual Foundation
        • Art Direction
        • Color Palette
        • Textures & Lighting
        • Typography
        • Icon Design
        • UI Elements
        • Animation Guidelines
        • Sound Design
        • Environmental Design
        • Implementation Notes
        • See Also
    • Development Methodology
      • The Vibe Coding Manifesto
        • Overview
        • Key Arguments
        • Contents
        • Quick Statistics
      • Documentation Engine
        • Architecture Overview
        • Source Formats
        • PDF Generation
        • Luxe Gothic Theme
        • Configuration Reference
        • API Documentation
        • Mermaid Diagrams
        • Maintenance
        • See Also
    • Key Principles

Reference

  • Reference
    • Simulation Protocols
      • Simulation Protocols Reference
        • Protocol Overview
        • SimulationState Protocol
        • SimulationControl Protocol
        • Snapshot Models
        • Initialization
        • Per-Tick Update Rule
        • Type Checking
        • See Also
    • Data Models
      • Data Models Reference
        • Constrained Types
        • Core Entity Models
        • Graph Structure
        • Entity Collections
        • State Transformation API
        • See Also
      • Marxian Value Tensor
        • Overview
        • Classes
        • The Four Departments
        • The Infinity Case
        • Related Documentation
      • Fundamental Tensor Primitive Reference
        • Core Data Types
        • Computed Metrics
        • Tensor Registry
        • Hydration Pipeline
        • Data Source Protocols
        • See Also
      • Precision & Quantization Reference
        • The Gatekeeper Pattern
        • Epoch 0 Physics Hardening
        • Symmetric Rounding (ROUND_HALF_UP)
        • Precision Configuration
        • Constrained Types Integration
        • Edge Cases
        • See Also
    • Mathematical Formulas
      • Formulas Reference
        • Constants
        • Imperial Rent Formulas
        • Consciousness Formulas
        • Survival Calculus Formulas
        • Unequal Exchange Formulas
        • Solidarity Transmission
        • Territory Heat Formulas
        • Dynamic Balance (Bourgeoisie Decision)
        • Metabolic Rift Formulas
        • Vitality Formulas
        • TRPF Formulas (Tendency of the Rate of Profit to Fall)
        • Formula-to-System Mapping
        • See Also
      • Class Wealth Dynamics
        • Research Question
        • Empirical Validation
        • ODE System
        • API Reference
        • Usage Examples
        • Theoretical Implications
        • See Also
      • Economics Pipeline Reference (Features 012–016)
        • Feature 012: Capital Stock Dynamics
        • Feature 013: MELT and Basket Visibility
        • Feature 014: Throughput Position
        • Feature 015: Gamma Visibility Tensor
        • Feature 016: Class Dynamics Engine
        • Dependency Chain
        • See Also
      • Capital Volume I Production Dynamics Reference
        • Reserve Army of Labor
        • Dispossession Events
        • Working Day Classification
        • Data Sources (3NF Schema)
        • Event Types
        • System Execution Order
        • See Also
      • Unified Class System Reference
        • ClassSystemDefines
        • Filtration Predicates
        • UnifiedClassifier Protocol
        • Accounting Criterion
        • Fractal Consistency
        • Rent Differential Calculator
        • Class-Aware Inheritance
        • Crisis Dispossession
        • Module Structure
        • See Also
    • Organization Base Model (Feature 031)
      • Organization Reference
        • Entity Models
        • Supporting Models
        • Enums
        • Computed Types
        • Composition Calculators
        • Consciousness Effect Formula
        • Topology Classification
        • Legacy Migration
        • Graph Integration
        • OrganizationDefines
        • See Also
    • Institution Base Model (Feature 040)
      • Institution Reference
        • Entity Models
        • Supporting Models
        • Event Types
        • Pure Functions
        • Enums
        • Graph Integration
        • InstitutionDefines
        • Deprecation Notes
        • See Also
    • OODA Loop System (Feature 032)
      • OODA Loop System Reference
        • Data Types
        • Enums
        • Cycle Time
        • Initiative Scoring
        • Action Eligibility
        • Action Costs
        • Action Effects
        • Constraints
        • Lifecycle Capacity
        • Layer 0: Automatic Metabolism
        • Layer 3: Consequence Propagation
        • NPC Action Selection
        • OODASystem
        • See Also
      • OODA Coefficients Reference
        • Cycle Time Weights
        • Decision Mode Base Times
        • Initiative Scoring Weights
        • Institutional Bonus by Jurisdiction
        • Momentum
        • Action Cost Modifiers
        • Consciousness Effect Limits
        • Action Base Consciousness Multipliers
        • Autonomy Tradeoff
        • Agitation-Contestation Coupling
        • Lifecycle Modifiers
        • Counter-Intelligence
        • Base Action Point Costs
        • Layer 3 Propagation Coefficients
        • Module-Level Constants
        • Coefficient Derivation Chain
        • See Also
    • Simulation Systems
      • Simulation Systems Reference
        • System Protocol
        • System Execution Order (ADR032)
        • VitalitySystem
        • TerritorySystem
        • ProductionSystem
        • SolidaritySystem
        • ImperialRentSystem
        • DecompositionSystem
        • ControlRatioSystem
        • MetabolismSystem
        • SurvivalSystem
        • StruggleSystem
        • ConsciousnessSystem
        • ContradictionSystem
        • See Also
      • Community System Reference
        • Enums
        • Models
        • Constants
        • Infiltration Resistance
        • Formulas
        • CommunitySystem
        • See Also
      • Ternary Consciousness Reference
        • TernaryConsciousness Model
        • SubstrateFloor
        • SUBSTRATE_FLOOR_DEFAULTS
        • OrgContribution
        • compute_ternary_consciousness
        • anisotropic_observation_error
        • WeightedSolidarityResult
        • consciousness_weighted_solidarity
        • CONSCIOUSNESS_DEFAULTS
        • Module Cross-References
        • See Also
      • Lifecycle System Reference
        • Enums
        • Models
        • Formulas
        • Calculators
        • LifecycleSystem
        • Module Structure
        • See Also
      • Circulation System Reference
        • Module: babylon.economics.circulation
      • Demographics and Mortality
        • The Mass Line Refactor
        • Agent-as-Block Paradigm
        • The Inequality Coefficient
        • The Grinding Attrition Formula
        • The Malthusian Correction
        • Population-Scaled Systems
        • Events
        • Backward Compatibility
        • Theoretical Basis
        • See Also
    • Persistence Layer (Feature 037)
      • Persistence Layer
        • Package Exports
        • Protocols
        • Concrete Implementations
        • Database Schema (Summary)
        • Multi-Resolution Hex Journal (Feature 037)
        • Archival Pipeline (Stubs)
        • See Also
    • Economic Data Sources
      • Census Data Analysis for Babylon
        • Data Overview
        • The Labor Aristocracy Map
        • The Rent Burden Crisis
        • The Contradiction Metros
        • Military and Federal Dominance
        • Atomization Patterns
        • Production Worker Heartlands
        • Income Inequality Distribution
        • The Colonial Pattern: Puerto Rico
        • Composite Indices
        • Summary: What the Data Actually Teaches (MLM-TW Corrected)
        • See Also
        • Technical Reference
      • FRED Economic Data
        • Overview
        • Setup
        • Series Catalog
        • Usage
        • Database Schema
        • See Also
      • QCEW Employment Data
        • Overview
        • Setup
        • Loading Data
        • Geographic Levels
        • Database Schema
        • SQL Queries
        • API Client
        • Marxian Analysis
        • See Also
    • Tensor Hierarchy (Feature 025)
      • Tensor Hierarchy Reference
        • Level 1 Tensor Types
        • Level 2 Tensor Types
        • Source Protocols
        • Computation Protocols
        • Default Implementations
        • Validation Rules
        • Related Documentation
      • Tensor Hierarchy Database Schema
        • BEA I-O Tables
        • CFS Area and FAF Flow Tables
        • Related Documentation
      • BEA Input-Output Tables
        • Data Overview
        • File Inventory
        • XLSX Row Structure
        • Coefficient Computation
        • BEAIOLoader API
        • How to Obtain the Data
        • Related Documentation
      • BTS FAF5 Freight Analysis Data
        • What CFS Areas Are
        • File Inventory
        • CSV Column Schema
        • FAFLoader API
        • How to Obtain the Data
        • Related Documentation
      • BEA Industry to Marxian Department Mapping
        • The Four Departments (Brief)
        • Department I: Means of Production
        • Department IIa: Necessary Consumption
        • Department IIb: Luxury Consumption
        • Department III: Social Reproduction
        • Boundary Cases and Notes
        • How to Update the Mapping
        • Related Documentation
    • Event System
      • Event System Reference
        • Overview
        • EventType Enum
        • Event Class Hierarchy
        • Base Event Model
        • Economic Events
        • Terminal Crisis Events
        • Consciousness Events
        • Struggle Events
        • Vitality Events
        • Contradiction Events
        • Topology Events
        • Metabolism Events
        • Endgame Events
        • Event Lifecycle
        • Factory Methods
        • Assertions
        • See Also
      • Event Interceptor Reference
        • Overview
        • InterceptResult Actions
        • Priority System
        • WorldContext Protocol
        • Creating Custom Interceptors
        • Blocked Event Auditing
        • See Also
    • Configuration
      • Configuration System
        • Overview
        • Base Configuration
        • Usage Examples
        • Environment Variables
        • GameDefines
        • Best Practices
        • See Also
      • The 20-Year Entropy Standard
        • Parameter Tuning Methodology
        • The Problem: Eden Mode
        • The Solution: Dying World Physics
        • The 20-Year Benchmark
        • The Calorie Check
        • Objective Function
        • Anti-Patterns
        • Parameter Ranges
        • Workflow
        • See Also
    • State Apparatus AI (Feature 039)
      • State Apparatus AI (Feature 039)
        • Module Layout
        • Enums
        • Entity Models
        • Event Types
        • Decision Engine
        • Effect Resolution
        • Attention / Intelligence
        • Formulas
        • Configuration
        • OODA Dispatch Integration
        • See Also
    • Topology System
      • Topology System Reference
        • Overview
        • Constants & Thresholds
        • Metrics
        • Functions
        • TopologyMonitor Class
        • Usage Example
        • See Also
      • Bifurcation Topology Analysis
        • BifurcationDefines
        • Result Types
        • Analysis Functions
        • Resilience Functions
        • BifurcationMonitor
        • CommunityStateStore Protocol
      • Dialectical Field Topology Reference
        • Field Registry
        • Spatial Derivatives
        • Temporal Derivatives
        • Principal Contradiction
        • Ollivier-Ricci Curvature
        • Edge Mode Transition State Machine
        • CO-OPTIVE Mechanics
        • Configuration
        • Event Types
        • System Execution Order
        • See Also
    • Infrastructure Topology (Feature 036)
      • Infrastructure Topology Layer
        • Module Overview
        • Enumerations
        • Data Types
        • Protocols
        • Implementations
        • Nonlocal Edge Generators
        • Configuration
        • Key Algorithms
    • Design System
      • Design System Reference
        • Color Palette
        • Typography
        • Styling Constants
        • Texture Layers
        • Animation Guidelines
        • Accessibility
        • Implementation
        • See Also
    • Documentation System
      • Documentation System Reference
        • Build Commands
        • Sphinx Extensions
        • Intersphinx Mappings
        • PDF Configuration
        • Autodoc Configuration
        • Napoleon (Docstring) Configuration
        • Mermaid Configuration
        • File Exclusions
        • Output Artifacts
        • Known Limitations
        • See Also
    • AI & RAG
      • AI Prompting Reference
        • Base Prompt Template
        • Context Hierarchy
        • Response Format
        • Specialized Prompts
        • Context Extraction
        • API Integration
        • Vector Database Integration
        • Best Practices
        • See Also
      • Context Window API Reference
        • Configuration
        • Token Capacity
        • Working Set Tiers
        • API Classes
        • Usage Examples
        • Error Codes
        • See Also
    • Error Handling
      • Error Codes
        • System Metrics (1000-1999)
        • Metrics Collection (1500-1599)
        • AI Metrics (2000-2999)
        • Gameplay Metrics (3000-3999)
        • Collection Errors (4000-4999)
        • Integration Errors (5000-5999)
        • Backup Errors (6000-6999)
        • See Also
    • CI/CD Workflow
      • CI/CD Workflow Reference
        • Governance Model
        • Branch Structure
        • Workflow Files
        • Branch Protection Rules
        • CODEOWNERS
        • PR Template
        • Required vs Advisory Checks
        • Merge Strategies
        • Hotfix Workflow
        • Environment Variables
        • Local Testing
        • Troubleshooting
        • See Also

API Reference

  • API Reference
    • Models
      • SocialRole
        • SocialRole.CORE_BOURGEOISIE
        • SocialRole.PERIPHERY_PROLETARIAT
        • SocialRole.LABOR_ARISTOCRACY
        • SocialRole.PETTY_BOURGEOISIE
        • SocialRole.LUMPENPROLETARIAT
        • SocialRole.COMPRADOR_BOURGEOISIE
        • SocialRole.INTERNAL_PROLETARIAT
        • SocialRole.CARCERAL_ENFORCER
      • EdgeType
        • EdgeType.EXPLOITATION
        • EdgeType.SOLIDARITY
        • EdgeType.REPRESSION
        • EdgeType.COMPETITION
        • EdgeType.TRIBUTE
        • EdgeType.WAGES
        • EdgeType.CLIENT_STATE
        • EdgeType.TENANCY
        • EdgeType.ADJACENCY
        • EdgeType.MEMBERSHIP
        • EdgeType.RECRUITMENT
        • EdgeType.EMPLOYMENT
        • EdgeType.COMMAND
        • EdgeType.PRESENCE
        • EdgeType.TRANSACTIONAL
        • EdgeType.SOLIDARISTIC
        • EdgeType.ANTAGONISTIC
        • EdgeType.TARGETS
        • EdgeType.OWNED_BY
        • EdgeType.JURISDICTION
        • EdgeType.HOUSES
      • IntensityLevel
        • IntensityLevel.DORMANT
        • IntensityLevel.LOW
        • IntensityLevel.MEDIUM
        • IntensityLevel.HIGH
        • IntensityLevel.CRITICAL
      • ResolutionType
        • ResolutionType.SYNTHESIS
        • ResolutionType.RUPTURE
        • ResolutionType.SUPPRESSION
      • SimulationConfig
        • SimulationConfig.extraction_efficiency
        • SimulationConfig.consciousness_sensitivity
        • SimulationConfig.subsistence_threshold
        • SimulationConfig.survival_steepness
        • SimulationConfig.repression_level
        • SimulationConfig.initial_worker_wealth
        • SimulationConfig.initial_owner_wealth
        • SimulationConfig.loss_aversion_lambda
        • SimulationConfig.model_config
        • SimulationConfig.extraction_efficiency
        • SimulationConfig.consciousness_sensitivity
        • SimulationConfig.consciousness_decay_lambda
        • SimulationConfig.subsistence_threshold
        • SimulationConfig.survival_steepness
        • SimulationConfig.repression_level
        • SimulationConfig.initial_worker_wealth
        • SimulationConfig.initial_owner_wealth
        • SimulationConfig.loss_aversion_lambda
        • SimulationConfig.tension_accumulation_rate
        • SimulationConfig.comprador_cut
        • SimulationConfig.super_wage_rate
        • SimulationConfig.subsidy_conversion_rate
        • SimulationConfig.subsidy_trigger_threshold
        • SimulationConfig.solidarity_activation_threshold
        • SimulationConfig.mass_awakening_threshold
        • SimulationConfig.heat_decay_rate
        • SimulationConfig.high_profile_heat_gain
        • SimulationConfig.eviction_heat_threshold
        • SimulationConfig.rent_spike_multiplier
        • SimulationConfig.displacement_rate
        • SimulationConfig.heat_spillover_rate
        • SimulationConfig.clarity_profile_coefficient
        • SimulationConfig.initial_rent_pool
        • SimulationConfig.pool_high_threshold
        • SimulationConfig.pool_low_threshold
        • SimulationConfig.pool_critical_threshold
        • SimulationConfig.min_wage_rate
        • SimulationConfig.max_wage_rate
        • SimulationConfig.superwage_ppp_impact
        • SimulationConfig.concentration_camp_decay_rate
        • SimulationConfig.displacement_priority_mode
        • SimulationConfig.elimination_rent_threshold
        • SimulationConfig.elimination_tension_threshold
        • SimulationConfig.containment_rent_threshold
        • SimulationConfig.containment_tension_threshold
      • ScenarioConfig
        • ScenarioConfig.name
        • ScenarioConfig.superwage_multiplier
        • ScenarioConfig.solidarity_index
        • ScenarioConfig.repression_capacity
        • ScenarioConfig.model_config
        • ScenarioConfig.name
        • ScenarioConfig.superwage_multiplier
        • ScenarioConfig.solidarity_index
        • ScenarioConfig.repression_capacity
      • WorldState
        • WorldState.tick
        • WorldState.entities
        • WorldState.territories
        • WorldState.relationships
        • WorldState.event_log
        • WorldState.events
        • WorldState.economy
        • WorldState.add_entity()
        • WorldState.add_event()
        • WorldState.add_relationship()
        • WorldState.add_territory()
        • WorldState.from_graph()
        • WorldState.model_config
        • WorldState.overshoot_ratio
        • WorldState.to_graph()
        • WorldState.total_biocapacity
        • WorldState.total_consumption
        • WorldState.tick
        • WorldState.entities
        • WorldState.territories
        • WorldState.relationships
        • WorldState.event_log
        • WorldState.events
        • WorldState.economy
        • WorldState.state_finances
        • WorldState.contradiction_frames
        • WorldState.organizations
        • WorldState.key_figures
        • WorldState.institutions
        • WorldState.institution_relations
        • WorldState.industries
      • SocialClass
        • SocialClass.id
        • SocialClass.name
        • SocialClass.role
        • SocialClass.description
        • SocialClass.wealth
        • SocialClass.ideology
        • SocialClass.p_acquiescence
        • SocialClass.p_revolution
        • SocialClass.subsistence_threshold
        • SocialClass.organization
        • SocialClass.repression_faced
        • SocialClass.consumption_needs
        • SocialClass.economic
        • SocialClass.material_conditions
        • SocialClass.model_config
        • SocialClass.survival
        • SocialClass.unpack_components_and_convert_legacy()
        • SocialClass.id
        • SocialClass.name
        • SocialClass.role
        • SocialClass.description
        • SocialClass.wealth
        • SocialClass.ideology
        • SocialClass.p_acquiescence
        • SocialClass.p_revolution
        • SocialClass.subsistence_threshold
        • SocialClass.organization
        • SocialClass.repression_faced
        • SocialClass.effective_wealth
        • SocialClass.unearned_increment
        • SocialClass.ppp_multiplier
        • SocialClass.active
        • SocialClass.s_bio
        • SocialClass.s_class
        • SocialClass.subsistence_multiplier
        • SocialClass.population
        • SocialClass.inequality
        • SocialClass.community_memberships
        • SocialClass.community_cost_modifier
      • Relationship
        • Relationship.source_id
        • Relationship.target_id
        • Relationship.edge_type
        • Relationship.value_flow
        • Relationship.tension
        • Relationship.description
        • Relationship.edge_data
        • Relationship.edge_tuple
        • Relationship.flow
        • Relationship.model_config
        • Relationship.unpack_flow_component()
        • Relationship.validate_no_self_loop()
        • Relationship.source_id
        • Relationship.target_id
        • Relationship.edge_type
        • Relationship.value_flow
        • Relationship.tension
        • Relationship.description
        • Relationship.subsidy_cap
        • Relationship.solidarity_strength
      • IdeologicalProfile
        • IdeologicalProfile.class_consciousness
        • IdeologicalProfile.national_identity
        • IdeologicalProfile.agitation
        • IdeologicalProfile.from_legacy_ideology()
        • IdeologicalProfile.model_config
        • IdeologicalProfile.to_legacy_ideology()
        • IdeologicalProfile.class_consciousness
        • IdeologicalProfile.national_identity
        • IdeologicalProfile.agitation
      • GlobalEconomy
        • GlobalEconomy.imperial_rent_pool
        • GlobalEconomy.current_super_wage_rate
        • GlobalEconomy.current_repression_level
        • GlobalEconomy.model_config
        • GlobalEconomy.imperial_rent_pool
        • GlobalEconomy.current_super_wage_rate
        • GlobalEconomy.current_repression_level
      • Effect
        • Effect.target_id
        • Effect.attribute
        • Effect.operation
        • Effect.magnitude
        • Effect.description
        • Effect.apply_to()
        • Effect.model_config
        • Effect.target_id
        • Effect.attribute
        • Effect.operation
        • Effect.magnitude
        • Effect.description
      • ContradictionFrame
        • ContradictionFrame.model_config
        • ContradictionFrame.principal
        • ContradictionFrame.secondary
      • Contradiction
        • Contradiction.model_config
        • Contradiction.id
        • Contradiction.type
        • Contradiction.aspect_a
        • Contradiction.aspect_b
        • Contradiction.principal_aspect
        • Contradiction.identity
        • Contradiction.intensity
        • Contradiction.aspect_balance
        • Contradiction.form_of_struggle
        • Contradiction.is_antagonistic
      • Trigger
        • Trigger.id
        • Trigger.description
        • Trigger.trigger_type
        • Trigger.conditions
        • Trigger.logic
        • Trigger.parameters
        • Trigger.cooldown_turns
        • Trigger.last_triggered_turn
        • Trigger.evaluate()
        • Trigger.mark_triggered()
        • Trigger.model_config
        • Trigger.id
        • Trigger.description
        • Trigger.trigger_type
        • Trigger.conditions
        • Trigger.logic
        • Trigger.parameters
        • Trigger.cooldown_turns
        • Trigger.last_triggered_turn
      • TriggerCondition
        • TriggerCondition.path
        • TriggerCondition.operator
        • TriggerCondition.threshold
        • TriggerCondition.description
        • TriggerCondition.evaluate()
        • TriggerCondition.model_config
        • TriggerCondition.path
        • TriggerCondition.operator
        • TriggerCondition.threshold
        • TriggerCondition.description
      • Component
        • Component.__init__()
        • Component.component_type
      • MaterialComponent
        • MaterialComponent.wealth
        • MaterialComponent.resources
        • MaterialComponent.means_of_production
        • MaterialComponent.component_type
        • MaterialComponent.model_config
        • MaterialComponent.wealth
        • MaterialComponent.resources
        • MaterialComponent.means_of_production
      • VitalityComponent
        • VitalityComponent.population
        • VitalityComponent.subsistence_needs
        • VitalityComponent.component_type
        • VitalityComponent.model_config
        • VitalityComponent.population
        • VitalityComponent.subsistence_needs
      • SpatialComponent
        • SpatialComponent.location_id
        • SpatialComponent.mobility
        • SpatialComponent.component_type
        • SpatialComponent.model_config
        • SpatialComponent.location_id
        • SpatialComponent.mobility
      • OrganizationComponent
        • OrganizationComponent.cohesion
        • OrganizationComponent.cadre_level
        • OrganizationComponent.component_type
        • OrganizationComponent.model_config
        • OrganizationComponent.cohesion
        • OrganizationComponent.cadre_level
      • TopologySnapshot
        • TopologySnapshot.tick
        • TopologySnapshot.num_components
        • TopologySnapshot.max_component_size
        • TopologySnapshot.total_nodes
        • TopologySnapshot.percolation_ratio
        • TopologySnapshot.potential_liquidity
        • TopologySnapshot.actual_liquidity
        • TopologySnapshot.is_resilient
        • TopologySnapshot.model_config
        • TopologySnapshot.tick
        • TopologySnapshot.num_components
        • TopologySnapshot.max_component_size
        • TopologySnapshot.total_nodes
        • TopologySnapshot.percolation_ratio
        • TopologySnapshot.potential_liquidity
        • TopologySnapshot.actual_liquidity
        • TopologySnapshot.cadre_density
        • TopologySnapshot.is_resilient
      • ResilienceResult
        • ResilienceResult.is_resilient
        • ResilienceResult.original_max_component
        • ResilienceResult.post_purge_max_component
        • ResilienceResult.removal_rate
        • ResilienceResult.survival_threshold
        • ResilienceResult.seed
        • ResilienceResult.model_config
        • ResilienceResult.is_resilient
        • ResilienceResult.original_max_component
        • ResilienceResult.post_purge_max_component
        • ResilienceResult.removal_rate
        • ResilienceResult.survival_threshold
        • ResilienceResult.seed
      • EntityMetrics
        • EntityMetrics.model_config
        • EntityMetrics.wealth
        • EntityMetrics.consciousness
        • EntityMetrics.national_identity
        • EntityMetrics.agitation
        • EntityMetrics.p_acquiescence
        • EntityMetrics.p_revolution
        • EntityMetrics.organization
        • EntityMetrics.population
      • EdgeMetrics
        • EdgeMetrics.model_config
        • EdgeMetrics.exploitation_tension
        • EdgeMetrics.exploitation_rent
        • EdgeMetrics.tribute_flow
        • EdgeMetrics.wages_paid
        • EdgeMetrics.solidarity_strength
      • TickMetrics
        • TickMetrics.model_config
        • TickMetrics.tick
        • TickMetrics.p_w
        • TickMetrics.p_c
        • TickMetrics.c_b
        • TickMetrics.c_w
        • TickMetrics.edges
        • TickMetrics.imperial_rent_pool
        • TickMetrics.global_tension
        • TickMetrics.current_super_wage_rate
        • TickMetrics.current_repression_level
        • TickMetrics.pool_ratio
        • TickMetrics.topology
        • TickMetrics.consciousness_gap
        • TickMetrics.wealth_gap
        • TickMetrics.overshoot_ratio
        • TickMetrics.total_biocapacity
        • TickMetrics.total_consumption
      • SweepSummary
        • SweepSummary.model_config
        • SweepSummary.ticks_survived
        • SweepSummary.outcome
        • SweepSummary.final_p_w_wealth
        • SweepSummary.final_p_c_wealth
        • SweepSummary.final_c_b_wealth
        • SweepSummary.final_c_w_wealth
        • SweepSummary.max_tension
        • SweepSummary.crossover_tick
        • SweepSummary.cumulative_rent
        • SweepSummary.peak_p_w_consciousness
        • SweepSummary.peak_c_w_consciousness
      • GraphNode
        • GraphNode.id
        • GraphNode.node_type
        • GraphNode.attributes
        • GraphNode.get_attr()
        • GraphNode.model_config
        • GraphNode.wealth
        • GraphNode.id
        • GraphNode.node_type
        • GraphNode.attributes
      • GraphEdge
        • GraphEdge.source_id
        • GraphEdge.target_id
        • GraphEdge.edge_type
        • GraphEdge.weight
        • GraphEdge.attributes
        • GraphEdge.model_config
        • GraphEdge.tension
        • GraphEdge.value_flow
        • GraphEdge.source_id
        • GraphEdge.target_id
        • GraphEdge.edge_type
        • GraphEdge.weight
        • GraphEdge.attributes
      • EdgeFilter
        • EdgeFilter.edge_types
        • EdgeFilter.min_weight
        • EdgeFilter.max_weight
        • EdgeFilter.model_config
        • EdgeFilter.edge_types
        • EdgeFilter.min_weight
        • EdgeFilter.max_weight
      • NodeFilter
        • NodeFilter.node_types
        • NodeFilter.attribute_predicates
        • NodeFilter.model_config
        • NodeFilter.node_types
        • NodeFilter.attribute_predicates
      • TraversalQuery
        • TraversalQuery.query_type
        • TraversalQuery.start_nodes
        • TraversalQuery.target_nodes
        • TraversalQuery.edge_filter
        • TraversalQuery.node_filter
        • TraversalQuery.max_depth
        • TraversalQuery.collect
        • TraversalQuery.model_config
        • TraversalQuery.query_type
        • TraversalQuery.start_nodes
        • TraversalQuery.target_nodes
        • TraversalQuery.edge_filter
        • TraversalQuery.node_filter
        • TraversalQuery.max_depth
        • TraversalQuery.collect
      • TraversalResult
        • TraversalResult.nodes
        • TraversalResult.edges
        • TraversalResult.paths
        • TraversalResult.components
        • TraversalResult.component_sizes
        • TraversalResult.metadata
        • TraversalResult.largest_component_size
        • TraversalResult.model_config
        • TraversalResult.percolation_ratio
        • TraversalResult.nodes
        • TraversalResult.edges
        • TraversalResult.paths
        • TraversalResult.components
        • TraversalResult.component_sizes
        • TraversalResult.metadata
      • role_to_entity_id()
      • entity_id_to_role()
      • get_slot_name()
      • HexState
        • HexState.h3_index
        • HexState.model_config
        • HexState.validate_h3_index()
        • HexState.h3_index
      • EdgeState
        • EdgeState.source_id
        • EdgeState.target_id
        • EdgeState.edge_type
        • EdgeState.weight
        • EdgeState.model_config
        • EdgeState.source_id
        • EdgeState.target_id
        • EdgeState.edge_type
        • EdgeState.weight
      • TerritoryState
        • TerritoryState.territory_id
        • TerritoryState.controlling_polity
        • TerritoryState.hex_claims
        • TerritoryState.tick
        • TerritoryState.profit_rate
        • TerritoryState.equilibrium_r
        • TerritoryState.convert_hex_claims()
        • TerritoryState.model_config
        • TerritoryState.validate_hex_claims_patterns()
        • TerritoryState.validate_territory_id()
        • TerritoryState.with_clamped_profit_rate()
        • TerritoryState.territory_id
        • TerritoryState.controlling_polity
        • TerritoryState.hex_claims
        • TerritoryState.tick
        • TerritoryState.profit_rate
        • TerritoryState.equilibrium_r
        • TerritoryState.tensor_year
      • SimulationSnapshot
        • SimulationSnapshot.tick
        • SimulationSnapshot.territories
        • SimulationSnapshot.hexes
        • SimulationSnapshot.edges
        • SimulationSnapshot.tensor_registry
        • SimulationSnapshot.model_config
        • SimulationSnapshot.validate_hex_references()
        • SimulationSnapshot.tick
        • SimulationSnapshot.territories
        • SimulationSnapshot.hexes
        • SimulationSnapshot.edges
        • SimulationSnapshot.tensor_registry
      • SnapshotEdgeType
        • SnapshotEdgeType.ADJACENCY
        • SnapshotEdgeType.EXTRACTION
        • SnapshotEdgeType.SOLIDARITY
        • SnapshotEdgeType.ANTAGONISTIC
      • CommunityType
        • CommunityType.SETTLER
        • CommunityType.PATRIARCHAL
        • CommunityType.NEW_AFRIKAN
        • CommunityType.FIRST_NATIONS
        • CommunityType.CHICANO
        • CommunityType.WOMEN
        • CommunityType.TRANS
        • CommunityType.DISABLED
        • CommunityType.QUEER
        • CommunityType.UNDOCUMENTED
        • CommunityType.INCARCERATED
        • CommunityType.YOUTH
        • CommunityType.ADULT
        • CommunityType.ELDER
      • LegalStatus
        • LegalStatus.LEGAL
        • LegalStatus.SURVEILLED
        • LegalStatus.DESIGNATED_EXTREMIST
        • LegalStatus.DESIGNATED_TERRORIST
        • LegalStatus.CRIMINALIZED
      • MembershipRole
        • MembershipRole.CORE_ORGANIZER
        • MembershipRole.ACTIVE
        • MembershipRole.PARTICIPANT
        • MembershipRole.PERIPHERAL
        • MembershipRole.SYMPATHIZER
      • CommunityState
        • CommunityState.infiltration_resistance
        • CommunityState.is_cross_class_bridge
        • CommunityState.model_config
        • CommunityState.community_type
        • CommunityState.category
        • CommunityState.heat
        • CommunityState.legal_status
        • CommunityState.cohesion
        • CommunityState.infrastructure
        • CommunityState.visibility
        • CommunityState.reproduction_cost_modifier
        • CommunityState.rent_access_modifier
        • CommunityState.consciousness
        • CommunityState.education_pressure
      • CommunityMembership
        • CommunityMembership.effective_visibility
        • CommunityMembership.model_config
        • CommunityMembership.agent_id
        • CommunityMembership.community_type
        • CommunityMembership.role
        • CommunityMembership.strength
        • CommunityMembership.visibility
        • CommunityMembership.overt
      • HyperedgeCategory
        • HyperedgeCategory.CONTRADICTION_PAIR
        • HyperedgeCategory.INSTITUTIONAL_EXCLUSION
        • HyperedgeCategory.LIFECYCLE_PHASE
        • HyperedgeCategory.ECONOMIC_SECTOR
      • ConsciousnessTendency
        • ConsciousnessTendency.LIBERAL
        • ConsciousnessTendency.FASCIST
        • ConsciousnessTendency.REVOLUTIONARY
      • CommunityConsciousness
      • ContradictionType
        • ContradictionType.NATIONAL
        • ContradictionType.CLASS
        • ContradictionType.GENDER
        • ContradictionType.IMPERIAL
        • ContradictionType.ECOLOGICAL
      • TernaryConsciousness
        • TernaryConsciousness.assimilation_ratio
        • TernaryConsciousness.collective_identity
        • TernaryConsciousness.dominant_tendency
        • TernaryConsciousness.ideological_contestation
        • TernaryConsciousness.model_config
        • TernaryConsciousness.r
        • TernaryConsciousness.l
        • TernaryConsciousness.f
        • TernaryConsciousness.contestation_stored
      • SubstrateFloor
        • SubstrateFloor.model_config
        • SubstrateFloor.community_type
        • SubstrateFloor.floor_value
        • SubstrateFloor.confidence
        • SubstrateFloor.data_sources
        • SubstrateFloor.computation_method
      • ProvenanceLevel
        • ProvenanceLevel.HIGH
        • ProvenanceLevel.MEDIUM
        • ProvenanceLevel.LOW
        • ProvenanceLevel.SYNTHETIC
      • OrgContribution
        • OrgContribution.model_config
        • OrgContribution.tendency
        • OrgContribution.membership_density
        • OrgContribution.cadre_level
        • OrgContribution.cohesion
      • Types
        • Probability
        • Ideology
        • Currency
        • Intensity
        • Coefficient
        • Ratio
        • LaborHours
        • SignedLaborHours
        • Gini
        • EntityProtocol
      • World State
        • WorldState
      • Configuration
        • SimulationConfig
    • Formulas
      • Economic System
      • Solidarity System
      • Ideology System
      • Survival System
      • Contradiction System
      • Territory System
    • Engine
      • Simulation Engine
        • SimulationEngine
        • step()
      • Simulation
        • Simulation
      • Services
        • ServiceContainer
      • Event Bus
        • Event
        • EventBus
      • Formula Registry
        • FormulaRegistry
      • Factories
        • create_proletariat()
        • create_bourgeoisie()
        • create_contradiction_frame()
    • Core Modules
      • Models
        • babylon.models
      • Formulas
        • babylon.formulas
      • Engine
        • babylon.engine
    • Supporting Modules
      • AI & Language Models
        • babylon.ai
      • Configuration
        • babylon.config
      • Data & Storage
      • RAG System
        • babylon.rag
      • Utilities
        • babylon.utils
        • babylon.metrics

Commentary

  • Commentary
    • Design Philosophy
      • The Core Insight
      • Architecture: The Embedded Trinity
      • AI as Observer
      • Data-Driven Design: The Paradox Pattern
      • Type Safety as Contract
      • Test-Driven Development
      • State is Pure Data
      • Documentation Philosophy
      • Commit Standards
      • See Also
    • Theoretical Foundations
      • Why MLM-TW?
      • The Fundamental Theorem
        • Imperial Rent
        • The Labor Aristocracy
      • Consciousness Dynamics
      • The Fascist Bifurcation
      • Survival Calculus
      • Unequal Exchange
      • Topology and Solidarity
      • Why This Matters for Code
      • See Also
Babylon
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