mHC Explained: How DeepSeek Rewires LLMs for 2026

DeepSeek just dropped mHC: Manifold-Constrained Hyper-Connections. A new research rewiring LLMs architecture. mHC builds on Hyper-Connections, introduced by ByteDance in 2025. In this video we break down the paper starting from residual connections, to Hyper-Connections, and mHC. Paper - https://arxiv.org/abs/2512.24880 Written Review - https://aipapersacademy.com/deepseek-mhc/ ___________________ 🔔 Subscribe for more AI paper reviews! 📩 Join the newsletter → https://aipapersacademy.com/newsletter/ Become a patron - https://www.patreon.com/aipapersacademy The video was edited using VideoScribe - https://tidd.ly/44TZEiX ___________________ Chapters: 0:00 Introduction 0:35 Residual Connection 2:30 Hyper-Connections 4:57 mHC 7:05 mHC Results