Add the vegetable broth, curry powder, black pepper and potato. Bring to a boil. Reduce heat and simmer for 10 minutes.
Add the oat milk and simmer for 5 minutes.
Put half the soup In a high-speed blender and blend until smooth. Return this back to the pot and add the black beans. Continue to simmer until the beans are heated. Serve while hot.