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Towards Data Science
Wednesday, April 15, 2026
Gokul Chandra Purnachandra Reddy

Prefill Is Compute-Bound. Decode Is Memory-Bound. Why Your GPU Shouldn’t Do Both.

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Inside disaggregated LLM inference — the architecture shift behind 2-4x cost reduction that most ML teams haven't adopted yet.

The post Prefill Is Compute-Bound.

Decode Is Memory-Bound.

Why Your GPU Shouldn’t Do Both.

appeared first on Towards Data Science.

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