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Ludwig von Bertalanffy

The Austrian biologist who spent forty years arguing that living things are not machines—that organism and mechanism are fundamentally different kinds of object—and who gave the age of AI its sharpest vocabulary for what the scaling curve builds, and what it cannot reach.
Ludwig von Bertalanffy is the systems theorist who prepared the conceptual vocabulary for the most perplexing facts about large AI systems, decades before any such system existed. His General System Theory, developed across the 1930s through 1960s, made three claims that have aged remarkably well. First, that the same mathematical forms keep reappearing across biology, sociology, physics, and economics—structural isomorphisms that point to a general science of organization applicable to wholes wherever they appear. Second, that a living system is fundamentally an open system—constituted by constant exchange with its environment, maintaining itself far from equilibrium through inflow and outflow, not a static artifact but an ongoing achievement against entropic decay. Third, and most provocatively, that the same final state can be reached from different initial conditions by different paths—equifinality—a property of self-organizing systems that distinguishes them from the deterministic machines of classical mechanics. Each of these claims maps, with
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