{"slug":"memory-consolidation-and-sleep-loops","versions":[{"slug":"memory-consolidation-and-sleep-loops","version":"0.1.0","updated_at":"2026-04-11T00:00:00.000Z","saved_at":"2026-04-13T03:14:21.243Z","change_summary":"First version of the memory consolidation essay, pulling from brain notes on sleep loops, biological memory parallels, and event-driven orchestration.","summary":"Why AI memory systems should consolidate, compress, and strengthen knowledge over time instead of storing everything statically, and how periodic sleep loops make that practical.","compact_summary":"Static retrieval is not memory. Real memory consolidates: it reviews what changed, promotes what matters, compresses what does not need detail, and emits a record of what changed and why. AI systems should aspire to that lifecycle.","kind":"essay","confidence":"medium","estimated_tokens":951,"word_count":704,"content_hash":"3a06b669f8bab02249733696e1dee187dd01fda71b3072dbec89479019b3f350"}]}