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Updated weekly · Last refresh Aug 30

Genmo Research Scientist Interview Questions

The questions to prepare for a Genmo Research Scientist interview. Questions from real interview reports rank first. Updated weekly.

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~3htotal time
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1
Generative AI & LLMsStart here. 12 questions · ~96 min
SFT for Video Instruction FollowingHard

Tests SFT pipeline design and data mixture construction for instruction-following video generation.

Fine-TuningGenmo
Classifier-Free Guidance Trade-offsHard

Tests mathematical CFG understanding and practical trade-offs for video generation quality and stability.

inference optimizationPrompt Engineeringmodel comparisonGenmo
Adapting DPO to DiffusionHard

Tests preference optimization adaptation to diffusion and understanding of likelihood computation challenges.

Fine-TuningGenmo
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2
System Design3 questions · ~24 min
FSDP vs Tensor ParallelismHard

Tests distributed training design choices and trade-offs for scaling large models.

gpu hardwaredistributed trainingModel ServingGenmo
Terabyte-Scale Video Data PipelineHard

Tests systems design for high-throughput video ingestion and preprocessing at training scale.

data preprocessingdistributed trainingGenmo
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3
More topics4 questions · ~32 min
Custom Temporal Multi-Head AttentionHard

Tests ability to implement temporal attention layers for high-dimensional video tensors in PyTorch.

attentionfunctionspythonGenmo
Programmatic Video Model EvaluationMedium

Tests choosing and validating quantitative metrics for video generation quality at Genmo against human judgments.

Evaluation TechniquesModel MetricsGenmo
Memory-Efficient Mixed-Precision TrainingHard

Tests practical training techniques for fitting large video models into limited GPU memory.

profilinggpu utilizationcudaGenmo
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