Plasticity Governor: Capacity-Scheduled Consolidation for Continual Learning

A training-loop add-on for continual learning that splits a model into a fading working sector and a capacity-limited consolidated record, so plasticity automatically shuts down as the record fills — protecting old tasks from catastrophic forgetting without hand-tuned replay or decay schedules.