M4.9 - Over-Training, Downstream Metrics, and Lifecycle Allocation
A source-audited study of over-training, downstream metric behavior, lifecycle cost, measured serving demand, uncertainty-aware artifact selection, pilot gates, and a training authorization that hands release and rollback requirements to the serving and deployment modules.