This article focuses on service optimization for MiniMax H3, highlighting that service optimization is a system-level issue involving latency across multiple stages. To this end, vLLM-Omni adopts a fully resident pipeline approach and employs system-level optimizations such as long-sequence attention and communication optimization, fused DiT operators, parallel VAE decoding, compact output transmission, and parallel MP4 construction. Under an eight-GPU B300 configuration, these optimizations reduce full response latency by 30.8% compared to Diffusers. Meanwhile, the article introduces methods for extending the general H3 service architecture, including distributed layer-by-layer offloading, encoder separation, optional quantization, and attention acceleration. Additionally, FastVideo's FastH3 reduces the number of DiT forward passes from 49 to 4. On an eight-GPU B300 system, generating a complete 10.125-second MP4 takes 8.678 to 8.710 seconds, achieving real-time performance where the full response is ready faster than the playback duration for 5-second, 10-second, and 15-second segments. Its VSA variant further enhances speed. Finally, the article provides recommendations for production deployment and directions for future work.