DeepSeek V4's Real Innovation Isn't Scale—It's Memory Architecture

DeepSeek V4's true innovation lies in its memory architecture, not just its scale, making its 1M token context practically usable. Through KV cache compression techniques like CSA and HCA, it achieves a nearly 9x memory reduction compared to its predecessor, overcoming practical challenges of long-context models.