Math: Singular perturbation

Diffusive fast-slow recurrent block

Replace a standard recurrent update with a slow-fast oscillator whose fast hidden state is coupled across feature channels by a graph-Laplacian diffusion term. The slow-fast structure permits sharp transient transitions, while diffusion suppresses unstable disagreement modes and should make long unrolled computation less sensitive to initialization and perturbations.