Existing black-box adaptation techniques are insufficiently powerful for a large class of real-world tasks. Meanwhile, white-box techniques are language-specific and overly invasive. We argue for the inclusion of special-purpose adaptation features in a configuration language, and outline the benefits of targetting binary representations of software. We introduce Cake, a configuration language with adaptation features, and show how its design is being shaped by two case studies