Patent ID: 11922280
Assignee: ARTHUR AI, INC.
Field: Computer technology (Electrical engineering)
Classification: CPC G | IPC G

Claim 10:
11. A system, comprising:
a processor configured to be in communication, via a telecommunications network, with a computer system; and
a memory storing processor-executable instructions to cause the processor to:
receive a data stream from the computer system via the telecommunications network, the data stream generated by a first machine learning (ML) model;
automatically and in near-real-time generate a first plurality of metrics based on the data stream, near-real-time referring to real time adjusted for at least computation-related delay;
generate input data based on the data stream;
cause a second ML model to generate (1) an intra-model output based on the input data, and (2) exactly one model output dataset based on the input data, the second ML model different from the first ML model;
at least one of:
automatically generate, in near-real-time, a second plurality of metrics based on the intra-model output, or
automatically generate, in near-real-time, a third plurality of metrics based on the model output dataset;

generate an alert based on at least one of the first plurality of metrics, the second plurality of metrics, or the third plurality of metrics; and
send a signal representing the alert, the alert configured to trigger an automatic remediation action including at least one of automatic retraining of the first ML model or automatic retraining of the second ML model.