Essential challenges persist in systems biology, notably data and model integration. These issues may explain the lack of a universal framework to organize dynamic behaviors across scales. Complementary Regulatory Dynamics (CRD) is an integrative theory for studying how complex adaptive systems generate changes while preserving viable functions. The theory centers on five provisional, testable principles.…

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