One signal

Your LLM endpoint works. Whether it survives peak traffic is another question, and NVIDIA now has a tool for that. Its NVIDIA AI account announced Dynamo AIPerf on Friday, a benchmarking tool for the company's Dynamo serving stack that loads up LLM endpoints and reports what happens under pressure.

Why it matters

Per NVIDIA, AIPerf measures time to first token, inter-token latency, end-to-end latency and throughput at scale, and replays realistic traffic patterns so results are repeatable rather than one lucky run. Details live in an accompanying blog post. For anyone serving models in production, that is the gap between 'works on my laptop' and a number you can defend in a capacity meeting. One asterisk: it is the vendor's yardstick for the vendor's framework, so treat its figures as a starting line, not the last word.

Discuss: When the vendor ships the yardstick for its own framework, does AIPerf make cross-stack comparisons honest, or should teams insist on benchmarking with their own production traffic regardless of who wrote the tool?

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