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Updated weekly · Last refresh Aug 30

XPO GenAI Engineer Interview Questions

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

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1
Behavioral & LeadershipStart here. 5 questions · ~40 min
Pivoting a Customer Technical StrategyMedium

Tests ownership and stakeholder management when a customer solution must change due to technical constraints or shifting scope.

customer strategyadaptabilitytechnical limitationsXPO
Winning Over a Skeptical StakeholderMedium

Tests stakeholder management and influence without authority when a stakeholder doubts the ROI of a new AI platform investment.

roiStakeholder ManagementCommunicationXPO
Explaining AI to Business StakeholdersEasy

Tests communication of complex AI concepts to non-technical stakeholders, with emphasis on structure, trade-offs, and stakeholder alignment.

Stakeholder ManagementCommunicationstarXPO
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2
More topics5 questions · ~40 min
Design Real-Time Feature PipelineHard

Design a real-time feature pipeline processing 120K events/sec into low-latency feature tables and warehouse models with replay and quality controls.

InfrastructureStream ProcessingOrchestrationXPO
Choose Between RAG and Fine-TuningEasy

Compare RAG and fine-tuning, and decide when each is the better fit for an LLM product.

XPO
Monitor Production Model PerformanceHard

Approach for monitoring a model in production and spotting drift, threshold issues, and calibration loss.

PrecisionAccuracyRecallXPO
Design a Low Latency RAG PlatformHard

Design a low latency RAG system over millions of documents, with scalable retrieval, ranking, generation, and production monitoring.

low latencyscalabilityRAG architectureXPO
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-TuningXPO

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