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# AI Winters as Selection Events ## Content The document reinterprets AI winters not as failures but as evolutionary selection events that shaped the field's trajectory. The first winter (1974-1980) selected against bottom-up learning in favor of rule-based control, while the second winter (1987-1993) selected against human reasoning approaches in favor of statistical scaling. This historical analysis reveals a consistent pattern: each winter systematically eliminated approaches favoring emergence and selected for centralized control mechanisms. The author argues this trajectory was a choice, not an inevitability, citing Conway's Game of Life as evidence that simple rules can generate universal computation and intelligence through emergence rather than top-down control. ## Keywords - AI winters - selection - emergence - control - bottom-up learning - rule-based systems - statistical scaling - history