He stays until the end of his term and she will replace him then.
Unless he resigns. With all the decisions released and the work of the court done it's possible that Breyer may retire over the summer and give Jackson a chance to prep for the upcoming session - hire staff, recruit interns, etc. I think that is not an unlikely scenario.