The Demand for Bandwidth Is No Longer Growing Gradually For years, network upgrades followed a fairly predictable pattern. Applications became heavier, servers became more powerful, and traffic volumes increased steadily. Infrastructure teams could often plan upgrades years in advance because growth was relatively manageable. AI has changed that. Large language models, distributed training frameworks, and