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Updated weekly · Last refresh Sep 13

Top 50 reasoning Interview Questions

The most frequently asked reasoning questions across all roles and companies, ranked by real interview frequency. Updated daily.

50questions
~7htotal time
44companies covered
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1
CodingStart here. 20 questions + 1 drill · ~189 min
2
Generative AI & LLMs4 questions · ~36 min
ReAct vs CoT vs ToTMedium

Compare ReAct, CoT, and ToT for multi-step LLM tasks, including when to use each and how they differ on reliability, cost, latency, and hallucination risk.

reasoningllm basicsPrompt EngineeringCohere TechnologyAmazon
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3
Behavioral & Leadership17 questions · ~152 min
First Steps in Sudden AmbiguityEasy
Recently asked

Tests how you prioritize, take ownership, and make decisions under ambiguity when conditions change suddenly.

judgmentreasoningProblem SolvingRivian
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4
More topics9 questions · ~80 min
Making a Small LLM ReasonHard

Design and implement a practical training and evaluation strategy that improves reasoning in a small language model.

reasoningDeep Learningmodel fine-tuningCisco
Sequence Pattern by DifferencesEasy

Identify the next term by analyzing first differences and fitting a simple quadratic rule.

reasoningsequencespattern recognitionCobblestone Energy
Production Chain-of-Thought Reasoning SystemMedium

Design a production LLM reasoning system that uses Chain-of-Thought or Tree-of-Thought with practical controls for latency, quality, and safety.

reasoningagentic systemsproduction deploymentInfosys
Reasoning Trade-offs in AgentsMedium

Tests ability to reason about reasoning paradigms and their impact on reliability and cost.

reasoningTrade-offsOpenAI
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Hands-on SQL practiceWrite and run real queries in the editor. 2 drills · ~20 min
The finish line: interview-readyComplete all 50 questions plus 3 hands-on drills to finish this plan.