Ways To Stand Out from the crowd: If you have shaped product or technology roadmaps around application-level scaling needs, helped architecture teams build a quantitative understanding of bottlenecks across memory, interconnect, compute, and software, or identified high-impact trade-offs early enough to guide product, architecture, or technology investment. Rely on you to build a clear view of how bottlenecks shift as workloads scale across dies, GPUs, nodes, model sizes, data sets, and communication patterns.