Top 17
Prep plan
Updated weekly · Last refresh Sep 22

Humana AI Engineer Interview Questions

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

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1
Generative AI & LLMsStart here. 4 questions · ~36 min
State Management for Long Running AgentsHard

Explain how to manage memory, summarization, retrieval, and safety in a long-running LLM agent when context exceeds the model window.

long contextcontext windowstate managementHumana
Reduce Hallucinations in LLM AnswersEasy

Explain LLM hallucination and give three practical ways to reduce it using grounding, prompting, and evaluation.

HallucinationPrompt EngineeringRAGHumana
Chunking Trade-offs for RAGMedium

Evaluates your ability to choose chunking approaches that balance retrieval quality and context efficiency.

pipeline designRAGHumana
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2
System Design5 questions · ~45 min
Design Feature Drift Monitoring SystemHard

Design a production ranking system with robust feature drift monitoring across batch and real-time features at high QPS.

Feature StoreFeature DriftModel ServingHumana
Design an LLM Serving PlatformHard

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

Cold StartFeature StoreModel ServingHumana
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3
Behavioral & Leadership5 questions · ~45 min
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4
More topics3 questions · ~27 min
Cosine Similarity ImplementationEasy
Practice

Implement cosine similarity for two numeric vectors using dot product and vector norms.

implementationHumana
Sparse vs Dense RetrievalMedium

Assesses your understanding of retrieval methods for healthcare text and their practical trade-offs.

Vector SearchHumana
API Rate LimitingMedium

Tests practical implementation of request throttling and API protection techniques.

network requestsstate managementAlgorithmsHumana

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