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/
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Chapters (5)
Introduction
0:35
Residual Connection
2:30
Hyper-Connections
4:57
mHC
7:05
mHC Results
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