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C.S. Holling

The Canadian ecologist who gave complex systems a grammar of change—inventor of the adaptive cycle, panarchy, and the distinction between resilience and efficiency that now provides the sharpest framework for reading the AI transition.
C.S. Holling is the scientist of surprise. For most of the twentieth century, resource managers treated stability as nature’s default state and disturbance as its enemy. Holling watched boreal forests, grasslands, and fisheries defy those assumptions again and again, and he concluded that the managers had the picture inverted: stability is often a trap, disturbance is often renewal, and the most dangerous moment in any complex system is when it has optimized so thoroughly for efficiency that it has purchased brittleness without knowing it. His adaptive cycle—four phases of exploitation, conservation, release, and reorganization cycling through every complex adaptive system—is the analytical instrument the cycle that began with [YOU] on AI has reached for most urgently. His 1973 distinction between ecological resilience and engineering resilience is the measuring instrument that exposes the central pathology of the technology industry’s response to AI: a conservation-phase system that optimized into a rigidity trap and then mistook its own collapse for a
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