Queueing Theory for LLM Inference

If you are deploying LLM inference in production, you are no longer just doing machine learning. You are doing applied mathematics plus systems engineering. Most teams tune prompts, choose a model, then wonder why latency explodes at peak traffic. The root cause is usually not the model. It is load, variability, and the queue that forms when the arrival rate approaches the service capacity.