Match the verification window to the fact's volatility.
Pricing and limits can change quickly, while some capability facts remain useful longer. The lifecycle reflects that difference.
- See the last successful ingest and next refresh date.
- Count stale facts separately from verified facts.
- Keep expired context from looking current.