Embodiments of the present invention provide a computer system a computer program product, and a method that comprises monitoring observational data based on a plurality of observational angles; dynamically detecting an anomaly within the monitored data based on dynamically filtering the monitored data for a plurality of predicted deteriorations; in response to dynamically detecting the anomaly, generating a plurality of ameliorative actions, wherein each ameliorative action in the plurality of ameliorative actions is based on a generated notification transmitted to a graphic user interface for user input; and dynamically implementing at least one ameliorative action of the plurality of ameliorative actions that corrects the detected anomaly within a computing device.