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High-fidelity, parallelized, and modular Differential Evolution framework implemented in pure Julia. Features statistical stopping conditions, polymorphic strategy architecture, and high-precision engineering benchmarks for aerodynamics, tokamak physics, distribution networks, and multiplex PCR configuration.