Hierarchical Timescales
Multi-Rate Memory Consolidation Architecture
Different layers learn at different rates. Fast layers handle immediate
input—constantly shifting, highly plastic. Deeper layers consolidate
slowly—more stable, forming the grooves of identity. Information flows
downward through consolidation; stable patterns emerge from chaos.
The architecture encodes what should be remembered and at what timescale.