Fitting a model is only the beginning.
A model can fit in memory and still miss the response times a team needs. Concurrent agents add context, working memory and contention.
Size model-serving pools around memory residency, runtime compatibility and real workflows. Coordinate coding and reasoning services without treating the inter-node network as a substitute for the GPU fabric.
What proves the design
Measure useful throughput, latency and concurrency with the selected models, context lengths and runtime.