Heat the vegetable oil in a skillet over medium heat. Stir in onion; cook and stir until the onion has softened and turned translucent, about 5 minutes.
Add garlic, jalapeno pepper, and ginger; cook and stir for 2 minutes more.
Stir in peanut butter, water, tamari, and honey until smooth.