Spatioform (Spatial + Form): We explore advanced software solutions that transform the physical world into digital representations. We integrate learning-based methods, physics-based simulation, and real-world data to build end-to-end pipelines for 3D scene understanding and engineering optimization. Our research emphasizes scalable algorithms that accelerate rapid prototyping for production-ready applications.