A single-camera sim-to-real framework that uses physically consistent 3D Gaussian Splatting augmentations to achieve zero-shot transfer of dexterous in-hand reorientation policies to an Allegro hand. The approach trains entirely on consumer hardware while maintaining high fidelity to real-world dynamics.