Heat the oil in small saucepan over medium-low heat. When the oil is just starting to get hot, add the garlic and ginger and fry for 30 seconds until fragrant. Add the sweet chili sauce, hoisin sauce, water, and peanut butter and stir until smooth. Simmer until thickened. Let cool.