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The Linearization skill empowers Claude to perform local approximations of complex, nonlinear differential equations and flows on manifolds within dynamical systems theory. It provides a robust framework for analyzing behavior near equilibria, understanding global structures, and identifying bifurcations in parameter-dependent models. Designed for scientific computing and advanced engineering, it integrates seamlessly with AlgebraicDynamics.jl and utilizes a unique triadic composition (GF(3)) to ensure algebraic consistency and non-backtracking geodesic qualification in automated reasoning tasks.