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Scaling

Scale memory workloads across workers, sessions, and databases.

Application scaling

Use stable globally unique session identifiers.
Keep workers stateless outside shared stores.
Use Redis-backed queue mode for distributed ingestion.
Apply database pooling and pgvector index maintenance.

Isolation

Enforce tenant and user authorization in the application layer before resolving any session or memory identifier.