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Expedient Interview Questions

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

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1
ExecutionStart here. 11 questions · ~90 min
2
System Design7 questions · ~57 min
Design an LLM Serving PlatformHard

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

Cold StartFeature StoreModel ServingEExpedient
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3
Metrics3 questions · ~25 min
Measure Delivery Project HealthEasy

Define a practical KPI set for tracking delivery progress, execution risk, and business outcomes on a project.

deliveryKPIsproject healthEExpedient
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4
Sales & Customer3 questions · ~25 min
Prioritize Leads and PipelineMedium

Explain how you rank leads, focus time on the best opportunities, and keep pipeline quality and forecast accuracy high.

Stakeholder ManagementOwnershipPrioritizationEExpedient
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5
Security & Infrastructure7 questions · ~57 min
Synchronous vs Asynchronous ServicesMedium

Tests understanding of concurrency models and their impact on service behavior and throughput.

async processingasynchronousEExpedient
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6
Coding9 questions + 1 drill · ~84 min
Beyond Basic PythonEasy

Tests depth of Python knowledge and practical use of language features in real systems.

basicstechnical fundamentalspythonEExpedient
SQL Coding Question CountMedium
Practice
Practice drill

Count 0 and 1 sensor readings by Bosch building using a CTE, LEFT JOIN, and conditional aggregation.

CodingpythonBosch Building Technologies
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7
More topics10 questions · ~82 min
Batch vs Stream Processing Trade-offsMedium

Compare batch and stream processing across latency, complexity, cost, and data quality in a modern analytics pipeline.

InfrastructureStream ProcessingETLEExpedient
Evaluate an LLM SystemMedium

Explain how to evaluate a generative model using offline and online methods, with attention to hallucination, product metrics, and experiment design.

HallucinationPrompt EngineeringLLM EvaluationEExpedient
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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.