CelerisAI Differentiable coastal hydrodynamics and AI for nearshore inverse problems. DOLWNS Differentiable numerical-solver research with automatic differentiation. GeoClawTools Tools for coastal simulation processing and analysis. Shore Normal Transect Shore-normal transect workflows for coastal applications. Transfer Functions Development Coastal transfer-function experiments and visual workflows. GIS2NUM Interoperability GIS and numerical model format interoperability.