| CPC G06T 19/006 (2013.01) [G06F 3/011 (2013.01); G06T 2200/24 (2013.01)] | 20 Claims |

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1. An extended reality system comprising:
an extended reality device designed to be worn by a user and having a display to display content to the user in one or more extended reality environments;
one or more sensors to capture input data including images of a visual field of the user;
one or more processors; and
one or more memories accessible to the one or more processors, the one or more memories storing a plurality of instructions that are executable by the one or more processors to cause the one or more processors to perform processing comprising:
collecting a first set of personalized usage data of the user in the one or more extended reality environments over a period of time;
based on the first set of personalized usage data, estimating, by a predictive model, a plurality of interaction times for the user in the one or more extended reality environments, wherein each interaction time is associated with a corresponding functionality that has been used by the user over the period of time;
generating, by the predictive model, graphical user interface in the one or more extended reality environments, the graphical user interface including shortcuts based on the plurality of interaction times for the user; and
rendering the graphical user interface in the one or more extended reality environments to the user.
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