The story of mHC is one of refinement and rigor. It takes a promising but flawed idea (Hyper-Connections) and fixes its core issues not with a simple patch, but with an elegant mathematical constraint. Through meticulous testing and highly efficient engineering, it proves its value as a practical and powerful enhancement to the modern deep learning toolkit.

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