Machine Learning Algorithms & Natural Language Processing

Feb 28, 2026 · Artificial Intelligence

How DualPath Revives Idle Network Cards to Break Long‑Context I/O Bottlenecks in DeepSeek V4

The article analyzes the KV‑Cache storage I/O bottleneck that limits agentic LLM inference, introduces the DualPath architecture with a storage‑to‑decode data path and RDMA‑based scheduling, and shows up to 1.87× offline and 1.96× online throughput gains on large‑scale GPU clusters.