Heat oil in small saucepan over medium heat until shimmering. Add curry paste, sugar, and garlic; cook, stirring constantly, until fragrant, about 1 minute. Add coconut milk and bring to a simmer. Whisk in peanut butter until smooth. Remove from heat and stir in peanuts, lime juice, fish sauce and soy sauce. Cool to room temperature.