Top 48
Prep plan
Updated weekly · Last refresh Oct 17

Luxoft AI Engineer Interview Questions

The questions to prepare for a Luxoft AI Engineer interview. Questions from real interview reports rank first. Updated daily.

48questions
~8htotal time
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1
CodingStart here. 12 questions · ~113 min
Basic API Rate LimitingMedium
Practice

Implement a per-user token bucket rate limiter with constant-time decisions and lazy token refilling.

function implementationapirate limitingLuxoft
Semantic Search with Precomputed EmbeddingsMedium
Practice

Rank pre-embedded Luxoft documents by cosine similarity and return the top k results using a bounded heap.

function implementationLuxoft
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2
Generative AI & LLMs12 questions · ~113 min
Design a Multi-Agent Research AssistantMedium

Design a grounded multi-agent assistant that plans, retrieves, and synthesizes answers under strict latency, cost, and hallucination limits.

Prompt EngineeringRAGLLM AgentsLuxoft
Fix Hallucinations in RAG AnswersEasy

Reduce hallucinations in a RAG system even when retrieval is already correct, using grounding, verification, and evaluation.

Luxoft
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3
System Design8 questions · ~75 min
Design an LLM Serving PlatformHard

Design an LLM serving system that balances latency, cost, scalability, and safety for production traffic.

Cold StartFeature StoreModel ServingLuxoft
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4
Machine Learning3 questions · ~28 min
Low-Latency ML Inference PipelineHard

Evaluates your approach to reducing inference latency across the ML pipeline.

inference optimizationLuxoft
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5
Behavioral & Leadership11 questions · ~104 min
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6
More topics2 questions · ~19 min
Evaluate Models in ProductionHard

How to evaluate a production model using calibration, thresholds, and confusion matrix tradeoffs.

CalibrationAccuracyThreshold TuningLuxoft
Selecting Embeddings for NLP TasksMedium

Evaluates your ability to choose embeddings based on task requirements and constraints.

Luxoft
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