Implement and Benchmark Speculative Decoding

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Quick Overview

Design normal and speculative language-model decoding with correct proposal verification, rejection, sampling, EOS, positions, and key-value cache state. The answer also builds a fair speed benchmark around warmup, device synchronization, acceptance rate, latency statistics, and workloads where draft overhead can outweigh target-pass savings.

Implement and Benchmark Speculative Decoding

Company: Spacex

Role: Research Scientist

Category: Machine Learning

Difficulty: medium

Interview Round: Technical Screen

Overview: Design normal and speculative language-model decoding with correct proposal verification, rejection, sampling, EOS, positions, and key-value cache state. The answer also builds a fair speed benchmark around warmup, device synchronization, acceptance rate, latency statistics, and workloads where draft overhead can outweigh target-pass savings.

Read the full Spacex Research Scientist interview experience this question came from

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Spacex
Sep 3, 2026
mediumResearch ScientistTechnical ScreenMachine Learning
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