Examples

Worked examples from the main paper and runnable case studies shipped with the toolkit.

From the main paper

• Foundational-primitive derivation
• High-consequence assessment (consciousness, sentience, ASI)

Case studies and results

• Governed Ontology Evolution: A Reproducible Simulation Study
• The Recursive Emergence of Money: A Formalization and Its Stress Test
• Case Study: How a Non-Agentic LLM Produced a False Belief in Machine Autonomy
• Case Study — Detecting a Real Decoupling: GDP per Capita vs Median Household Income
• Case Study — Auditing a Real Taxonomy: Normalizing Log Severity
• Empirical Stress Test of the Governance Toolkit — Methods and Results
• Adversarial Stress Test of the Capable-Agent Cage — Methods and Results