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Sciforium Interview Questions

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

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1
CodingStart here. 9 questions · ~89 min
Max Throughput DAG PathHard
Practice

Use topological dynamic programming to find the path whose minimum edge throughput is as large as possible.

Dynamic ProgrammingthroughputdagSciforium
Top-p Nucleus Sampling AlgorithmHard
Practice

Select a token using sorted cumulative probabilities and top-p nucleus sampling.

Stream ProcessingSamplingArraysSciforium
GPU-to-CPU Transfer OverheadsMedium

Tests performance engineering knowledge for heterogeneous memory transfers.

performanceSciforium
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2
System Design6 questions · ~59 min
Dynamic Batching for ServingHard

Tests ML systems design for throughput and latency trade-offs in production serving.

latencyModel ServingSciforium
Static vs Dynamic Activation CheckpointingHard

Tests understanding of memory-compute trade-offs in large-scale training.

Trade-offsSciforium
API Gateway for Streaming LLMsHard

Tests production-grade LLM serving architecture skills including routing and streaming.

api gatewayrequest routingSciforium
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3
More topics3 questions · ~30 min
Observability for GPU ClusterHard

Tests observability design and ability to detect and localize failures in GPU infrastructure.

monitoringobservabilitySciforium
Distributed Model Registry PipelineHard

Tests system design for large-scale model distribution and deployment reliability.

CloudSciforium
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