Make the vanilla syrup
5 minPut the water, sugar, and lemon juice in a pot large enough to hold the peaches in a single layer. Split the vanilla bean lengthwise, scrape out the seeds, and add both the seeds and pod to the syrup. Once the sugar dissolves and the syrup boils, reduce the heat to a gentle simmer.