LLMOPS & AI INFRASTRUCTURE • 295 / 397

Operate AI like production: serving, GPUs, latency, capacity, routing and reliability.

Concurrency

Concurrency is the number of requests or sequences being processed at the same time.

Think of it like

Think of Concurrency like familiar infrastructure capacity and traffic engineering, except the scarce resources are often tokens, GPU memory and model latency.

Real life

High-scale AI services depend on Concurrency to keep cost and latency under control.

SRE lens

High concurrency increases KV-cache memory pressure.

Remember thisConcurrency is the number of requests or sequences being processed at the same time.

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