PsychohistoryML Research Assistant Bot

Ask questions about civilizational patterns from 10,000 years of data

Limitations: Pattern discovery from 256 polities with high variance (CV 0.51-0.76). These are correlations, not causal claims. No geographic, economic, or population variables. Duration outcomes only, not collapse dynamics.

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• - Answer questions about geography, trade routes, or economic factors (not in current model)
• - Provide granular conflict frequency or battle data
• - Explain causal mechanisms (only correlations from ML pattern-matching)
• - Account for civilizational influence chains (Rome influenced Byzantium, etc.)
• - Give predictions with high confidence (256 polities is a small sample)
• - Find "similar" polities the same way the model does (similarity is approximate)