CPC G06F 9/45508 (2013.01) [G06F 18/214 (2023.01); G06N 20/00 (2019.01)] | 14 Claims |
1. A method for managing a client environment, the method comprising:
obtaining, by a predictor, a future state prediction request associated with an application upgrade on an emulation of a client device, wherein:
the application upgrade failed,
the application upgrade is associated with the client device executing on a client environment, and
the application upgrade is performed in a device emulation container in a device emulation system, wherein the device emulation container comprises the emulation of the client device;
in response to the future state prediction request:
obtaining live data associated with the application upgrade;
performing natural language processing on the live data to obtain processed live data;
applying a future state prediction model to the processed live data to generate a future state prediction; and
initiating remediation of the application upgrade based on the future state prediction.
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