DeepSeek's NEW MHC Update is INSANE!

DeepSeek just released a research paper that could change how massive

AI models are trained forever. The new MHC (Manifold Constrained

Hyperconnections) architecture fixes one of AI’s biggest problems: unstable

training that causes models to crash mid-run. By using multiple parallel signal

streams and smart mathematical constraints, MHC keeps gradients stable

even in 27B-parameter models — with only 6.7% overhead. Benchmarks show

major gains in reasoning, math, reading comprehension,

and general knowledge.