The DAAN project investigates a technical platform, which supports Aging in Place especially for seniors with mental or cognitive illnesses. The supporting notification system consists of two phases. In the learning phase, the system adjusts to the respective user's behavior and daily activites. In the executive phase the systems supports the seniors in their daily activities with providing courses of action and relevant information in context. The system shows the provided courses of actions unobtrusively with ambient and adaptive notifications. Therefore, the system will support multi-modal interfaces embedded in the user's home to interact with with user's home devices as the telephone or the TV.