Models
January 2, 2026

DeepSeek introduces mHC to fix training instability in large models

DeepSeek researchers introduced mHC, a manifold-constrained residual architecture that prevents training instability in large models by constraining residual matrices, improving scalability and reducing cost.

OpenAI has introduced the OpenAI Academy for News Organizations, a learning hub designed to help journalists, editors, publishers, and newsroom teams adopt AI effectively and responsibly.

The Academy provides on-demand training, including “AI Essentials for Journalists,” along with playbooks, practical workflows, and real-world newsroom examples. It supports use cases such as investigative and background research, translation and multilingual reporting, data analysis, and improving production and operational efficiency.

The program also shares open-source resources and guidance on responsible governance, building on OpenAI’s collaborations with the American Journalism Project and The Lenfest Institute to strengthen journalism sustainability.

#
DeepSeek

Read Our Content

See All Blogs
Gen AI

Stanford AI research shows RAG systems are breaking at scale. Here’s how to fix it.

Deveshi Dabbawala

January 8, 2026
Read more
AWS

The Complete Guide to Nova 2 Omni

Sharan Sundar Sankaran

December 14, 2025
Read more