I Built Asimov's Psychohistory

What happens when you feed 10,000 years of civilizational data to a machine learning model? It learns why empires fall.

256 Civilizations

0.744 Model AUC

3 Key Discoveries

What the Model Revealed

01 Religion outweighs bureaucratic complexity as a predictor of civilizational stability
02 Historical era matters more than geography — Ancient and Classical civilizations follow different rules
03 Military technology interacts with complexity in unexpected ways across different periods

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