SGLang and Miles add day-0 support for DeepSeek-V4.1, a model featuring low-ratio compression, sliding-window attention, manifold hyper-connections, and Engram memory for efficient serving. The implementation includes cross-layer sharing, sparse retrieval mechanisms, and host-memory placement optimizations that increase KV cache capacity by 36% while maintaining comparable throughput.