SPIN (Sleep-Phase Induced Network maintenance) is a systems-level theory that explains why sleep, especially slow-wave sleep, is an evolutionary necessity for preserving synaptic connections in plastic brains. It unifies memory stability, sparse coding, aging, and learning into a single, testable framework.