Recent visits to top Chinese labs reveal a fierce focus on scaling and efficiency. Researchers at DeepSeek and other firms prioritize algorithmic breakthroughs to offset hardware constraints. This drive for optimization accelerates the development of high-performance open-weights models. Practitioners should track these efficiency gains as they challenge Western compute-heavy paradigms.