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Updated weekly · Last refresh Oct 17

OpenAI Agentic AI Engineer Interview Questions

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

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1
Machine LearningStart here. 4 questions · ~37 min
2
Model Evaluation4 questions · ~37 min
Regression Tests for Non-DeterminismMedium

Tests test design for stochastic agent outputs and tool interactions.

OpenAI
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3
Coding7 questions · ~64 min
Retry With Exponential BackoffEasy
Practice

Simulate up to three agent-step attempts and record exponential backoff delays after failures.

async processingAlgorithmsedge casesOpenAI
Detect Duplicate Tool CallsMedium
Practice

Scan agent tool-call history and return positions where consecutive calls have identical tools and structurally equal arguments.

deduplicationArraysAlgorithmsOpenAI
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4
System Design17 questions · ~156 min
Design a Self Correcting AgentHard

Design the feedback loop for a self correcting AI agent that learns from user corrections, tool outcomes, and execution traces.

feedback loopdesignself-correcting agentOpenAI
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5
Generative AI & LLMs11 questions · ~101 min
Sandbox Agent Code ExecutionMedium

Explain how to contain an LLM agent that executes code, including sandboxing, prompt injection defenses, and evaluation of escape risk.

OpenAI
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6
Behavioral & Leadership4 questions · ~37 min
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7
More topics3 questions · ~28 min
Attention and Token Caching LatencyMedium

Assesses understanding of attention and how token caching reduces latency in multi-turn agents.

inference latencyOpenAI
Data Privacy for Enterprise ToolsHard

Tests privacy-by-design controls for OpenAI agents interacting with enterprise data and tools.

data privacyOpenAI
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