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Oxmiq Labs presented High-Bandwidth Flash at Hot Chips 2026, positioning it as a capacity tier for AI inference, not a cheaper HBM. HBF offers 8-16x HBM capacity at similar 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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