Replace One Memory Component Without Losing the Contract

Migrating an embedding model, retrieval service, or memory store requires preserving source identity, revisions, access scope, lifecycle behavior, and how applications interpret search results rather than simply matching record counts. Teams should inventory all system dependencies and implicit assumptions, replace one boundary at a time, and create mappings between original sources and destination records while planning for updates that occur during migration through write pauses, event replay, or dual writes. Before cutover, shadow reads should compare both systems across relevance, freshness, permissions, answer quality, deleted or corrected content, empty results, and delayed ingestion, with disagreements manually reviewed rather than treating the existing system as definitive. Rollback procedures must account for data written after cutover and retain reconciliation and replay capabilities until the migration period ends; when considering Supermemory, an isolated project and representative subset evaluation are recommended before full migration.

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