Beyond the Training Finish Line: The Era of Permanent AI Inference Costs

The shift from bounded AI training to unbounded inference residency marks a fundamental change in infrastructure budgeting and governance. Because modern AI requires permanent 'warm' capacity to maintain latency standards, organizations must treat inference as a permanent operational floor rather than a temporary usage spike.