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HBF memory system HBFlex, a full-HBF memory system with coordinated optimizations for KV reads, writes, and reclamation, is presented, benefiting from higher HBF bandwidth and more efficient management of dynamic KV-cache reads, writes, and erases.
HBF can significantly boost LLM serving efficiency by enabling more expert replicas and reducing loading times, all while preserving critical execution paths.