DynoSim: Simulating the Pareto Frontier
NVIDIA's DynoSim simulates the Pareto frontier of interacting LLM serving configuration choices to ease deployment tuning.
NVIDIA introduced DynoSim, a simulator that models the interacting deployment choices in LLM serving (tensor-parallel shape, prefill/decode split, scheduling, KV cache, autoscaling) to find Pareto-optimal configurations. It matters because inference tuning is a major cost and latency lever at scale, but as vendor tooling tied to Dynamo it is a useful engineering signal rather than a broad industry shift.