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Oxmiq Labs presented high-bandwidth flash (HBF) as a capacity tier for AI inference at Hot Chips 2026. HBF delivers 8 to 16 times the capacity of HBM at the same cost, but wins only where bandwidth demand is low, such as MoE models with small batches and long-context sparse KV.
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