Add the brown sugar peach syrup and bitters to a mixing glass.
Pour in the bourbon and fill the glass with ice.
Stir the mixture for about 30 seconds to chill and dilute the cocktail slightly.
Strain the cocktail into a rocks glass over a large, clear ice cube.
Garnish with a peach slice or an orange twist if desired.