Aims: 1. Create an improved Beta version of the BRAIN Platform's eight components: (1) the Admin Management Dashboard, (2) the Annotation Dashboard, (3) the Log Viewer, (4) the Content Management System (CMS), (5) the Private CMS, (6) the Control App, (7) the Home App, and (8) the Training Dashboard. 2. Fine-tune the different classes of AI algorithms-i.e., behavioral analytics, personalized content recommendation, and personalized program generation-in the BRAIN app such that they can (a) recognize and track 12 distinct behaviors and indicators of PLWD, (b) use these behavioral traits as a basis for automatically rating the relative success of each activity, and (c) automatically recommend personalized activities that are likely to be successful for individual PLWD. 3. Conduct a Cluster Randomized Trial (CRT) of the BRAIN App to examine the app's impact on engagement/affect, quality of life, and responsive behaviors. 4. Examine satisfaction and ease of use of the app for PLWD, LTC staff, and FMs.