InTowards AIbyShakti Wadekar·May 26DeepSeek V4 mHC ExplainedThis article explains mHC in DeepSeek V4 through visual explanations and short animations to build clear intuition around the mHC.
InStackademicbyDhanushKumar·Feb 8Manifold-Constrained Hyper-Connections (mHC) — Breaking down !!Before diving into mHC , lets revise about Residual and Hyper connections
Micheal Bee·Jan 31Phased Specialization: Unlocking Hybrid Sequence Models via Optimization-Aware TrainingCode: https://github.com/MikeyBeez/DifferentialLRA response icon1A response icon1
Micheal Bee·Jan 28We Stacked 3 AI Upgrades. The Combined System Was Worse Than Using Just 1.THE CORE FINDING
InArtificial Intelligence in Plain EnglishbyValerie·Jan 7DeepSeek’s mHC Breakthrough Simply ExplainedDeepSeek kicked off 2026 with a research paper that some analysts are already calling a “striking breakthrough”.
InData And BeyondbyTONI RAMCHANDANI·Jan 4DeepSeek Manifold-Constrained Hyper-Connections (mHC): The Architecture Hack That Makes “Wide…How manifold-constrained mixing restores identity mapping and why that changes scaling.
InCodeToDeploybyGreek Ai·Jan 3🧠 DeepSeek Is Planning to Disrupt Large AI Models — And It Starts With mHC ArchitectureFor years, the AI race has followed a familiar script: bigger models, more data, more compute.
Bing·Jan 3From Residual Connections to Manifold-Constrained Hyper-ConnectionsThe DeepSeek research team recently released a paper titled Manifold-Constrained Hyper-Connections https://arxiv.org/abs/2512.24880
Leigh Silverton·Jun 20, 2025The Scent of Selection 🧬Imagine a dimly lit room, each woman inhaling the musk-laden scent of shirts worn by unknown men. She pauses, leans in, and registers…A response icon2A response icon2
