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Updated weekly · Last refresh Aug 30

Xometry GenAI Engineer Interview Questions

The questions to prepare for a Xometry GenAI Engineer interview. Questions from real interview reports rank first. Updated weekly.

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1
Generative AI & LLMsStart here. 5 questions · ~41 min
Discuss a GenAI ProjectMedium

Talk through a real generative AI project, focusing on architecture, evaluation, hallucination risk, and how you handled safety issues in practice.

Prompt EngineeringRAGLLM EvaluationXometry
Approach LLM Fine-Tuning for TasksMedium

Explain a practical approach to fine-tuning an LLM for a specific task, including data, evaluation, and hallucination risks.

Prompt EngineeringLLM EvaluationFine-TuningXometry
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2
Behavioral & Leadership4 questions · ~33 min
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3
More topics6 questions · ~49 min
Deploy a Cloud ML Inference SystemMedium

Design a cloud ML deployment system for a security product, covering training, serving, updates, and production monitoring.

InfrastructureFeature DriftModel ServingXometry
Implement an Algorithm for Generative ModelingHard

Tests depth of understanding and ability to translate generative algorithms into code.

RecursionDynamic ProgrammingGreedyXometry
PyTorch and TensorFlow ExperienceEasy

Tests familiarity with major deep learning frameworks and how you use them in practice.

Neural NetworksDeep LearningGradient DescentXometry
Data Prep and Augmentation WorkflowMedium

Tests ability to build robust training datasets and improve model generalization.

ETLData ModelingQualityXometry
Architect Drawing Data ExtractionHard

Tests system design skills for turning unstructured technical inputs into usable structured data.

Feature StoreRetrievalModel ServingXometry
Solving a Complex ML ProblemMedium

Tests problem decomposition, ML methodology, and end-to-end execution.

Cross-ValidationFeature EngineeringSupervised LearningXometry

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