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Systems Thinking in the Age of AI

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Systems Thinking in the Age of AI

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Course Descriptions
Course Descriptions
Chapters
Chapters
- List of Chapters
- 1. Foundations of Systems Thinking
- 2. Mental Models and Systems Analysis Tools
- 3. Causal Loop Diagram Notation and Loop Identification
- 4. Feedback, Delay, and Loop Dynamics
- 5. Stocks, Flows, and System Dynamics
- 6. Growth Patterns and Nonlinear Behavior
- 7. Feedback Resilience and Robustness
- 8. Systems Archetypes: Cross-Cutting Vocabulary
- 9. Named Archetypes and Limits to Growth
- 10. Fixes That Fail and Shifting the Burden
- 11. Tragedy of the Commons and Success to the Successful
- 12. Named Laws, Technology Archetypes, and Complexity Modeling
- 13. Leverage Points: The Iceberg Model to Structural Change
- 14. Leverage Points: Rules, Paradigms, and Emergence
- 15. Graph Theory Fundamentals
- 16. Graph Database Architecture
- 17. Knowledge Representation and Metadata
- 18. Data Management and Governance
- 19. Enterprise Knowledge Graphs
- 20. Organizational Silos and Silo Busting
- 21. Capability Maturity Model for Systems Thinking
- 22. Artificial Intelligence and Machine Learning Foundations
- 23. AI Systems Dynamics
- 24. Knowledge Systems and Economic Complexity
- 25. Systems Design, Emerging Technology, and Practice
- 26. Knowledge Graph Applications and Data Architecture
- 27. Systems Thinking Across Disciplines
- Tragedy of the Commons
  Tragedy of the Commons
- Fixes that Fail
  Fixes that Fail
  - Introduction
  - Banning AI
  - Banning Books
    Banning Books
    
    Introduction
    
    Causal Diagram
  - Ban the Box
  - Cutting Coding
  - Cutting STEM
  - Cutting AI Training
    Cutting AI Training
    
    Introduction
    
    Causal Diagram
  - Grade Inflation
  - Layoffs
  - NGO Limited Effectiveness
  - Open Offices
  - Painkillers
  - Return to Office
  - Security Theater
  - Standardized Testing
  - Teach to Test
  - Traffic Congestion
  - Zero Tolerance
- Escalation
  Escalation
  - Introduction
- Limits to Growth
  Limits to Growth
- Shifting the Burden
  Shifting the Burden
- Success to the Successful
  Success to the Successful
  - Introduction
  - AI Flywheel
  - Educational Funding
    Educational Funding
    
    Introduction
    
    CLD Test Results
  - Healthcare Access
  - Research Funding
  - Social Media
  - Sports Development
  - Technology Platform
  - Venture Capital
  - Wealth Inequality
  - Open Source Software
  - Drifting Goals
    Drifting Goals
    
    Intro
- Accidental Adversaries
  Accidental Adversaries
  - Introduction
- Growth and Investment
  Growth and Investment
  - Introduction Introduction
    Table of contents
    
    Bank Account
  - Bank Account
- Technology Archetypes
  Technology Archetypes
MicroSims
MicroSims
Stories
Stories
Appendices
Appendices
- List of Appendices
- Appendix A - List of Causal Loop Diagrams
  Appendix A - List of Causal Loop Diagrams
- Appendix B - Archetypes
  Appendix B - Archetypes
  - Introduction
  - Archetypes Overview
- Sample Prompts
  Sample Prompts
  - Introduction
  - Learning Graph
    Learning Graph
    
    Concept Enumeration
    
    Concept Dependency
    
    Concept Taxonomy
    
    Graph Demo
  - Enumerating Archetypes
  - Causal Loop Diagram
  - Archetype Examples
    Archetype Examples
    
    Introduction
    
    Fixes that Fail
  - Tragedy of the Commons CLD Prompt
  - Vis Tutorial
  - Simple Causal Loop Viewer Using Vis.js
  - Simple Causal Loop Viewer Using Vis.js
  - Create a Population Simulation
  - Tragedy of the Commons
  - Tragedy of the Commons
- Building Systems Thinking Capabilities
  Building Systems Thinking Capabilities
Presentations
Glossary
FAQ
Quotes
What They Are Saying
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References
License
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