DeepSeek's latest technical report details the advanced KV cache compression techniques powering the new DeepSeek-V4.1 Flash model. By utilizing innovative methods including FP4 KV Cache and Single-Pass mHC, the architecture successfully compresses the KV cache to just 890 bytes per token. This breakthrough significantly reduces memory overhead and pushes the boundaries of efficient large language model inference.