Next-gen GPUs require massive HBM capacity for model parameters and KV cache; memory makers shifting from consumer DRAM to HBM creates structural pricing power and revenue inflection for Mi…

Every watt saved on networking enables more compute per rack; CPO at 5W/port vs 10-20W for pluggable transceivers directly increases GPU density and data center ROI.