Long-term memory contains a user's obsolete preference and a newer correction. Which design is appropriate?

1. Select whichever value is longest
2. Store provenance and lifecycle rules that allow superseding stale facts
3. Treat similarity rank as the only temporal ordering
4. Keep all versions equally authoritative forever