KV Offloading Done Right Is Massive Token/UX/Margin Leverage, Author Argues
AccBalanced · x · 2026-09-26
Arguing that proper KV offloading unlocks huge token throughput, UX/AX, revenue and margin leverage, @AccBalanced calls out 'bait & switch' vendor benchmarks and lays out how adults should benchmark frontier inference: real workloads, open traces, big models, long-horizon agents, no OSL=1 lab specials — tested directly by top AI clouds like new ClusterMAX leader Nebius.
Related event: Distributed KV cache boosts single-node agent throughput 2.4x(2 posts)→
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