Humana AI Engineer Interview Questions
The questions to prepare for a Humana AI Engineer interview. Questions from real interview reports rank first. Updated daily.
Implement cosine similarity for two numeric vectors using dot product and vector norms.
HumanaImplement a thread-safe LRU cache with TTL expiration for repeated LLM query results.
HumanaCount log error patterns and return the top K using frequency aggregation and heap-based selection.
HumanaExplain how to manage memory, summarization, retrieval, and safety in a long-running LLM agent when context exceeds the model window.
HumanaExplain LLM hallucination and give three practical ways to reduce it using grounding, prompting, and evaluation.
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Design a production ranking system with robust feature drift monitoring across batch and real-time features at high QPS.
HumanaDesign an LLM serving system that balances latency, cost, scalability, and safety for production traffic.
HumanaImplement and evaluate TF-IDF and dense embedding retrieval for semantically matching medical record queries.
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