ROBOTIC PLATFORM WITH LONG-TERM LEARNING

A method and system for a robotic device comprising a propulsion mechanism to move the robotic device, a sensor for sensing objects, a position sensor, a localization and mapping system, and a processing facility comprising a processor and a memory, the processing facility configured to cause the robotic device to execute a first service task within the service area utilizing the digital map, wherein the digital map identifies an object at a first location within the service area and the robotic device senses the object with the at least one sensor at the first location, execute a second service task within the service area, wherein the robotic device senses the object with the at least one sensor at a second location, and update the digital map to identify the object at the second location.