In a medium-sized, microwave-safe bowl, soften the peanut butter in the microwave. Add the olive oil, whisking until you have a smooth mixture. Add the remaining dressiing ingredients and whisk together until well-blended.
Mix in the julienned carrots and stir until evenly coated.
Garnish with chopped cilantro, or black sesame seeds, or other garnish of your choice.