Compute
AI chip constraints keep efficiency research in the spotlight
The economics of training and inference are pushing software and hardware teams to co-optimize.
T2CH Research
Research, Compute & AI Infrastructure
Technical coverage of model architectures, training efficiency, domestic compute, robotics research and the infrastructure behind deployment.
Research
Chinese labs explore smaller, faster and more deployable AI systems
Efficiency is emerging as a product feature rather than a purely technical metric.
AI Models
DeepSeek V4 Pro shifts attention from raw benchmarks toward agent capability
The latest model cycle highlights tool use, coding, reasoning and inference economics.
Robotics
Embodied AI becomes a new meeting point for model labs and robot makers
Humanoid platforms are evolving into real-world training environments for multimodal systems.