US Patent 12070362 Intelligent assistance (IA) ecosystem

Novel tools and techniques are provided for implementing intelligent assistance (“IA”) ecosystem. In various embodiments, a computing system might receive device data associated with a device(s) configured to perform a task(s), might receive sensor data associated with sensors configured to monitor at least one of biometric, biological, genetic, cellular, or procedure-related data of a subject, and might receive imaging data associated with an imaging device(s) configured to generate images of a portion(s) of the subject. The computing system might analyze the received device data, sensor data, and imaging data (collectively “received data”), might map two or more of the received data to a 3D or 4D representation of the portion(s) of the subject based on the analysis, might generate and present (using a user experience (“UX”) device) one or more extended reality (“XR”) images or experiences based on the mapping.