Your question is LLM Serving for High 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).
What are the primary challenges in system design for LLM serving when dealing with high-throughput enterprise applications?
Discuss the end-to-end serving system, including capacity planning, batching, latency, availability, model quality, cost, observability, and security. Explain how you would evaluate design choices before production and how you would handle overload, failures, hallucinations, prompt injection, and changing traffic patterns.