DeepSeek V4 Preview introduces a new generation of MoE language models built for high performance with dramatically improved efficiency. Featuring V4 Pro and V4 Flash, the collection supports up to 1 million tokens of context for large scale reasoning, long document analysis, and advanced AI workflows. Its hybrid attention architecture significantly lowers compute and memory costs, making powerful frontier models faster, more scalable, and easier to deploy across modern AI applications.