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Adaptation Threshold Dynamics (ATD) is an analytical hypothesis framework that links rising environmental complexity to adaptation pressure, context degradation, systematization debt, and observable shock cascades. It introduces the adaptation threshold, proxy composites, and a public plausibility-check logic rather than a closed calibrated metric.