DeepSeek-V4 Review: Why Million-Token Context Needs Efficient Attention, Not Just Larger Windows
24 April 2026
DeepSeek V4 pairs a hybrid sparse-attention stack with on-policy distillation across domain specialists to bring 1M-token inference to frontier quality at a fraction of the FLOPs and KV cache of its predecessor.