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Maincode Interview Questions

The questions to prepare for Maincode interviews, across all roles. Questions from real interview reports rank first. Updated daily.

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1
System DesignStart here. 4 questions · ~32 min
Design an LLM Serving PlatformHard

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

Cold StartFeature StoreModel ServingMMaincode
Design State for Multi-Agent SystemsHard

Design state management for a multi-agent application where agents coordinate over long-running tasks, tool calls, and handoffs.

challengesmulti-agent systemsstate managementMMaincode
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2
Technical Fundamentals6 questions · ~48 min
Debugging Production FailuresMedium
Recently asked

Assesses your production debugging process and ability to restore service safely.

Problem SolvingDebuggingMMaincode
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3
Machine Learning3 questions · ~24 min
Dataset Acquisition and CleaningMedium

Assesses end-to-end data pipeline skills and ability to ensure dataset quality.

data handlingMMaincode
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4
Behavioral & Leadership10 questions · ~80 min
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5
More topics6 questions · ~48 min
Explaining Architecture Trade-offs ClearlyMedium
Recently asked

Tests technical ownership and communication through a concrete architecture decision, with emphasis on trade-offs, judgment, and lessons learned.

Trade-offsrecent projectstechnical experienceMMaincode
Common Model Evaluation MetricsEasy

Explain common machine learning evaluation metrics and when each is useful.

PrecisionAccuracyRecallMMaincode
Optimize Token Usage at ScaleMedium

Tests ability to reduce LLM cost and latency while maintaining quality at scale.

scalingMMaincode
Embedding Model Trade-offsMedium

Assesses understanding of embedding quality, cost, and retrieval behavior.

Trade-offsMMaincode
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