Chinese startup DeepSeek released preview versions of its latest major model update. The company follows a year of market volatility triggered by its high-efficiency architecture. These updates target improved reasoning and coding capabilities. Developers can now test the new iterations to benchmark performance against existing frontier models before the full commercial rollout.