Advancements in continuous SFD representations have the potential to revolutionize 3D environment reconstruction by enabling more accurate and detailed modeling of complex scenes. Continuous SFDs offer a compact yet expressive way to represent geometric details without relying on discrete voxel grids that limit resolution scalability. Future developments may see improvements in capturing fine surface features accurately while maintaining efficiency during online updates and inference tasks. These advancements could lead to enhanced capabilities in augmented reality applications, virtual simulations, architectural design tools, autonomous navigation systems, and other areas requiring precise 3D scene understanding.