What does Continuous versus static batching mean in inference serving?
Static batching fixes a request group until every sequence in that group finishes. Continuous batching replaces completed sequences at iteration boundaries while other sequences continue. Benchmarks compare both with identical prompts, outputs, concurrency boundaries, and hardware. Operators inspect throughput and tail latency rather than naming a universal winner.