Memory Patterns

Recommended:

• Store stable long-lived facts in agent memory keys.
• Keep key namespace predictable (profile, preferences, account/*).
• Batch updates for bulk upserts/deletes.
• Use runtime sync endpoint for incremental pull patterns.