| CPC G06F 16/3329 (2019.01) [G06F 16/334 (2019.01)] | 30 Claims |
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1. A computer-program product comprising a non-transitory machine-readable storage medium storing computer instructions that, when executed by one or more processors, perform operations comprising:
receiving a machine-generated alert indicating a data outlier for a physical asset;
obtaining, from a computer database, a dataset comprising observed data for the physical asset within a predefined temporal window of the machine-generated alert;
generating, via a description generator, a contextual description of the data outlier based at least on the observed data for the physical asset;
in response to generating the contextual description of the data outlier, searching an embedding-based knowledgebase that comprises a plurality of embedding representations corresponding to a plurality of reference artifacts for the physical asset, wherein searching the embedding-based knowledgebase includes:
computing, via an embedding model, an embedding representation of the contextual description generated for the data outlier, and
detecting a subset of embedding representations of the plurality of embedding representations within a similarity threshold of the embedding representation of the contextual description;
obtaining, from the computer database, a subset of the plurality of reference artifacts that correspond to the subset of embedding representations; and
generating, via a large language model, a resolution suggestion for resolving the data outlier based at least on the subset of reference artifacts obtained from the computer database.
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