When using custom fields for smart group criteria with relative dates the group does not respect the relative date over time
If you create a smart group using the relative (dynamic, rolling, "this week", etc...) dates for a custom field, once you save the smart group the dates are no longer relative. It creates/updates the group with static dates that match your relative dates at the time you save it.