Substrate Utilities

The utils/ directory provides shared helper functions used across the substrate:

  • numerical routines (gradients, Laplacians, normalization)
  • coherence functional helpers
  • logistic and nonlinear activation helpers
  • schema validation utilities
  • configuration loaders
  • grid and mesh utilities

These utilities are intentionally lightweight and dependency‑minimal.
They support the operator system without imposing domain assumptions.