Chinese AI startup DeepSeek has introduced a new training method called Manifold-Constrained Hyper-Connections, aiming to enhance scalability while lowering computational and energy costs for advanced AI systems. This development follows their previous success with the R1 reasoning model, which was developed at a significantly lower cost than competitors. Anticipation is high for DeepSeek's next major model, the R2, expected around the Spring Festival.