AI Memory Stores Need Lifecycle Management, Not Just More Storage

Append-only memory stores for AI degrade as they grow, causing retrieval noise, staleness, and higher costs. A four-stage lifecycle—create, promote, consolidate, forget—improves retrieval by merging redundant entries and deleting obsolete ones. Weekly consolidation can reduce store size by 30-40% while preserving information.