Causal Grassmann Layers as an Attention-Free Alternative

This architecture replaces multi-head attention with Grassmann flows, encoding local token pairs as two-dimensional subspaces on a Grassmann manifold using Plucker coordinates. The method seeks to avoid the mathematical opacity of high-dimensional tensor lifting found in standard attention mechanisms.