Sleep Consolidation Cycle (Offline Replay + Synaptic Homeostasis + Systems Consolidation)

What problem does it solve?

Offline sleep consolidation cycle helps AI systems replay experiences, prune weights, and transfer knowledge across fast and slow learning modules, improving long-term stability and generalization.

Core Features & Use Cases

• NREM-like replay with synaptic homeostasis to restore learning capacity.
• REM-like generative replay to promote generalization and prevent forgetting.
• Systems consolidation transferring knowledge from fast to slow representations; configurable scheduling.
• Tight integration with the training orchestrator for end-to-end wake-sleep-wake workflows.

Quick Start

Enable SleepConsolidator in your training loop and trigger consolidate() at scheduled intervals.