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AI Interview Question

Production incident: Throughput outage in a compliance review automation system

LLM InferenceHardScenario Based18 min read

Senior production incident interview question on Throughput within LLM Inference & Optimization.

Quick answer

Start by framing the problem in production terms for Throughput, then explain the root causes, a step-by-step investigation path, and the architecture or process changes you would ship for a Senior LLM Inference & Optimization role.

The interview question

At peak traffic, a compliance review automation system begins failing requests tied to Throughput. Error rate spikes, cost doubles, and support tickets increase. Describe your first 30 minutes and your recovery plan.

Deep explanation

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LLM InferenceInference ScaleThroughputSeniorProduction Incident