The Geometry of Stability: Why Manifold-Constrained Hyper-Connections Are the Future of Large-Scale AI

Explore how DeepSeek's mHC architecture solves the training instability of Hyper-Connections using the Birkhoff polytope and doubly stochastic matrices.