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Engineering wants to enable speculative decoding to make responses faster. When does it help, and when could it hurt?

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A serving optimisation whose value depends on traffic shape. The interviewer wants the mechanism, the evidence that gains shrink under load, and a decision tied to the product's latency and throughput needs.

Updated Oct 2026 · Original practice questions with worked answers and teaching rubrics. Our editorial policy explains the sources, review process and limits.

A serving optimisation whose value depends on traffic shape. The interviewer wants the mechanism, the evidence that gains shrink under load, and a decision tied to the product's latency and throughput needs.

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