In a slow cooker, combine the soaked beans, onions, garlic, carrots, celery, red pepper, jalapeño, chili powder, cumin, oregano, smoked paprika, and cayenne pepper.
Use an immersion blender to purée part of the soup until desired consistency is reached. Alternatively, transfer some soup to a blender, purée, and return to the slow cooker.