A user prefers concise answers across many unrelated conversations. Which memory pattern best fits this preference?

1. Append every conversation transcript to every future request.
2. Store a durable user-scoped preference and retrieve it when relevant to a new conversation.
3. Store the preference only in one expiring conversation transcript.
4. Fine-tune the shared foundation model on that user's preference alone.