| CPC G06T 17/00 (2013.01) [G06T 7/70 (2017.01); G06V 10/44 (2022.01); G06T 2207/20081 (2013.01); G06T 2207/20084 (2013.01)] | 21 Claims |

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1. A method for dynamic modifications to a metaverse environment, the method comprising:
at a user device, initiating a metaverse session;
at a first machine learning engine:
deriving a user profile based on data from the user device, the data comprising a mode of user input, a rate of user input, and an avatar feature selected by the user; and
based at least in part on the user profile, generating a set of samples, the set of samples comprising user characteristics and avatar features associated with the user characteristics;
at a second machine learning engine:
training a deep learning transformer network using the set of samples; and
using the deep learning transformer network,
generating a metaverse accommodation for the user profile;
rendering the accommodation in the metaverse environment;
transmitting the accommodation to an actuator at the user device; and
storing the accommodation in association with the user profile in a distributed ledger.
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