Your question is High-Concurrency LLM Serving. 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).
Design a high-concurrency LLM serving architecture. How do you handle batching, caching, and model offloading at Nscale?
Explain the request path, scheduling strategy, memory management, and deployment boundaries between CPU and GPU resources. Address online inference, model lifecycle operations, observability, capacity planning, and graceful degradation. State the assumptions you would clarify before selecting concrete infrastructure.
