Cerebras breaks down the math of deploying multi-trillion parameter models at scale

ceciletamura · x · 2026-10-30

Cerebras' Sean Lie published a thread breaking down how they deploy multi-trillion parameter models at scale: fitting the full model into on-chip wafer-scale memory, mapping it across multiple chips, and handling a high number of concurrent requests — a rare first-principles look at large-scale inference deployment.

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