As soon as the ball is touched by a member of the receiving team, the ball is live and can be recovered by either team. (If the receiving team does not touch the ball, then a player from the punting team can only down the ball, not recover it.)
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The ref can pick up the flag after the play, and usually announces that there was no penalty on the play.