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Adaptive Landscapes

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Adaptive landscapes are metaphorical or mathematical representations of how the fitness or performance of a system varies across a space of possible configurations. Originally developed by Sewall Wright in population genetics, the concept has expanded to describe any system where local changes in configuration produce varying degrees of success, and where the geometry of that success landscape determines the system's capacity for evolution, innovation, or adaptation.

The key insight is that landscapes are not fixed. As a population evolves, it changes the landscape itself — a phenomenon known as fitness landscape coevolution. This feedback between explorer and terrain is the defining feature of adaptive systems, from biological evolution to technological innovation to scientific paradigm shifts. A landscape with many local peaks and few connecting ridges produces evolutionary traps — populations that optimize locally but cannot reach globally superior configurations without passing through valleys of reduced fitness.