Top 14
Prep plan
Updated weekly · Last refresh Sep 22
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Core States Group AI Engineer Interview Questions

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

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1
System DesignStart here. 3 questions · ~24 min
Design a Multi Agent Coordination SystemHard

Design the infrastructure for a multi-agent system where agents communicate, coordinate work, and recover from non-deterministic failures.

Feature StoreModel ServingRecommendation SystemsCCore States Group
Design an LLM Serving PlatformHard

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

Cold StartFeature StoreModel ServingCCore States Group
Failover for 99.9% UptimeHard

Assesses system design for high availability, resilience, and graceful degradation.

llmCCore States Group
2
Generative AI & LLMs4 questions · ~32 min
Design a RAG PipelineMedium

Tests design choices for retrieval, indexing, and quality controls in a RAG system.

architecturegenerative aiCCore States Group
Handle LLM HallucinationsMedium

Evaluates strategies to reduce hallucinations and improve compliance reliability.

llmCCore States Group
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3
Behavioral & Leadership4 questions · ~32 min
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4
More topics3 questions · ~24 min
Evaluate LLM Response QualityMedium

Assesses ability to define measurable quality metrics for production LLM systems.

MetricsllmCCore States Group
Monitor Drift and PerformanceMedium

Evaluates monitoring, alerting, and remediation practices for production model health.

monitoringCCore States Group
Rate Limiting and Token ManagementMedium

Assesses ability to design robust API usage controls for multi-provider LLM workloads.

rate limitingllmCCore States Group
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