Combine the simple syrup and rum in a saucepan. Split the vanilla bean lengthwise and scrape the seeds into the syrup. Reserve the vanilla bean pod halves for another use.
Bring to a boil and reduce by one-quarter. The syrup should stay in puddles without running when cooled to room temperature and spooned onto the plate; test by placing