A nonlinear physical computing architecture comprising a continuous nonlinear domain in which excitation produces persistent reshaping of at least one spatially continuous parameter field. Said reshaping alters non-local coupling coefficients of governing nonlinear equations and modifies attractor basin topology. Subsequent excitation follows a measurably reduced state-space trajectory length relative to baseline measured following reset. Persistence magnitude may be continuously modulated, and multiple domains may be orchestrated in staggered reset configurations. The architecture excludes discrete memory cells and programmable weight matrices.