Your question is LLM Serving for Latency and Throughput. Take a moment with it on the right.
Talk me through your thinking if you like. When you're confident, submit your answer and I'll grade it like a real screen (7/10 or better passes).
How do you approach system design for LLM serving to manage latency and throughput in a production environment?
Discuss the serving architecture, capacity planning, batching, model selection, caching, autoscaling, observability, and failure handling you would consider. Explain how you would evaluate quality, latency, throughput, cost, and safety before and after launch.