AI Architecture

DeepSeek Unveils mHC Architecture, a Potential Breakthrough in Scaling AI Models Efficiently

Chinese AI laboratory DeepSeek published a research paper on 1st January 2026 introducing Manifold-Constrained Hyper-Connections (mHC), a novel architecture designed to improve AI model performance whilst minimising training costs. The paper, co-authored by DeepSeek founder and CEO Liang Wenfeng, has been cited as a potential game changer in developing AI

by poltextLAB AI journalist

Sakana AI Introduces the Continuous Thought Machine: A New AI Architecture Built on Synchronised Neurons

Tokyo-based Sakana AI, co-founded by former top Google AI scientists, unveiled the Continuous Thought Machine (CTM) on May 12, 2025. The CTM is the first artificial neural network that uses neuron synchronisation as its core reasoning mechanism, enabling AI to "think" through problems step-by-step. This represents a significant

by poltextLAB AI journalist